{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 40.可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.1 Matplotlib可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>61</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>62</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  height  weight\n",
       "0           1      58     115\n",
       "1           2      59     117\n",
       "2           3      60     120\n",
       "3           4      61     123\n",
       "4           5      62     126"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "women = pd.read_csv('women.csv')\n",
    "women.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>58</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>59</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   height  weight\n",
       "1      58     115\n",
       "2      59     117\n",
       "3      60     120\n",
       "4      61     123\n",
       "5      62     126"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "women = pd.read_csv('women.csv',index_col =0)\n",
    "women.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Uno+IIcBo4LCU0rTSNUcCXRGxY0rp/v69ldZkSaUkqZZqUY65Prln4vXS8zZy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\nAXTQszvS0jAnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8136198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(women[\"height\"], women[\"weight\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0. ,  0.1,  0.2,  0.3,  0.4,  0.5,  0.6,  0.7,  0.8,  0.9,  1. ,\n",
       "        1.1,  1.2,  1.3,  1.4,  1.5,  1.6,  1.7,  1.8,  1.9,  2. ,  2.1,\n",
       "        2.2,  2.3,  2.4,  2.5,  2.6,  2.7,  2.8,  2.9,  3. ,  3.1,  3.2,\n",
       "        3.3,  3.4,  3.5,  3.6,  3.7,  3.8,  3.9])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "t=np.arange(0.,4.,0.1)\n",
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KnHUWnHhiQQcd2hMgFZ/hQFL3zJ+f1kQYMwY23BCefx6GDOn24ewJkEpH5uEg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\nkj48AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x847dda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t,t,t,t+2,t,t**2,t,t+8)  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.2改变图的属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IlSStQqlUoq9vkNnZ+ymX9wABJA4dOs6JE4OuTqm244iDJK3C2Ni+LDTsoBIaAIJyeQez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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x84f5518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(women[\"height\"], women[\"weight\"],\"o\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6DElSCTI4VJCmUyoP/9XhvLnyzaxLkiSVGE9VVIDmd6k8/SOnc/sZt7N9r+2z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\nkqSCGRwkSVLB/j+fBrpg+yD2ygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x856c748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(women[\"height\"], women[\"weight\"],\"g--\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4RFzer3q7pdU4RMS2iPitiPhMRHy1XHjtfRFxcb/r7oYq3xN1fX+v/Bl6S6/r\n7LaKPxtXRsR9EfGV8nvjUxHx0n7V3A3rjcOoHDMj4gtNfnecjYj/UtdnFI6Va45Dp4+VWyY4lP6K\n4n4Ou8vH3rq2BeCHgZ8EXlE+/52IeH2vi+y2iHgR8CDwDPA64Ergl4Ev1/X5VeBNwBuBa4H/B3ws\nIi7oecFdUmEcvh24GpgHvg/YB1wB3NfzYrusyvdEXd99wKuBx3pZYy9U/Nl4OcVCe5+lWETvlcCv\nM0T3gKn4/TAqx8xrOPc7YzfwWoqT8/8IRuNYWWo1Dp09VqaUtsQDmANWW7T/L+A/NGz7C+DX+l17\nF8biN4Gj6/Q5CczWPd8J/APw4/2uv5fj0OQ11wDPAS/td/39GAuKy6AfpfhF8gXgLf2uvdfjACxT\nXOXV93r7PA4jc8xseI/7gc/VPR/6Y2WVcWjS3vaxcqvNOHx3OYXyfyLiAxFxSV3bnwI3R8QegIiY\nBL6bDt0Ja4v5UeAvIuKPIuLJiFiNiJ+tNUbEd1EkyvqFwk4Dn2K4FgprOQ5reBFFyv5K98vrqXXH\nIiICeD/w9pTSsC7sst7PRgA3AZ+PiMNlnz+LiB/rW8XdUeVnY5SOmQBExAso7jJ8T/l8VI6V52kc\nhzW0f6zsdyqqSz+vA24FvpdiiuVBiltM7yjbLwDeC5wFnqVIjG/od91dGot/AL5GMb16FfBz5fPp\nsv06iqR4UcPr/huw3O/6ezUOTfpvp/iL6v39rr0fYwG8Dfho3fNhnHFY72fjovIYcQZ4C/Aq4FfL\nn5eJftff4++HkTlm1r3nHy/f6+7y+UgcK9cbhybtmzpW9v0NtnjjuyiS0O3l818BTgA/UoaLO4DT\nwA/1u9YuvPdngGMN295JcXfNkflhWG8cGrZvAw4Bfw58R79r78P3xDjweP2BYkiDw3rjcHH5i3Kp\noc99wAf7XX+vxqF8PjLHzLr3fBi4r+75SBwr1xuHhrZNHyu32kcV35JSOgV8Drg8Il4I/AbwSyml\nj6SU/iql9LsU//N/pZ91dsnjFD/w9U5Q3MobisXAguKvq3qtFgobROuNA1BcXQF8CLgE+OGU0ld7\nU15PrTcWe4F/BnwxIr4REd8AXkZxa/e/6V2ZXbfeODxFsRbOut83A67lOIzgMZOIuBT458B76jaP\nyrHyW9YYh1pbR46VWzY4RMR3UKyJcRJ4Qfl4rqHbc2zh97AJD1Kc8VrvCuBvAVJKX6D4pr+x1hgR\nOynOpO+Ia/5+AAABtElEQVTYQiZbQMtxgPN+EC4DbkwpPe8qgyGx3li8n2Ja/qq6x0ng7RQfAw6L\n9X42vkHxl1Rjn++h7vtmCKz3/TBqx0yAGeBJ4CO1DSN0rKz3vHGADh8r+z2lUjd98tsUl069DPgB\n4OPlm39J2X4E+AxwA8XyoD9N8ZneG/tdexfG4hqKqci3AS+nuJzqDHBbXZ+3An9PcZLUK4EPA58H\nLuh3/b0aB4opt/soDpavpPgrovZ4Qb/r7/X3RJPXDONHFVV+Nm6huPTyZ8s+b6L4vPe6ftff43EY\npWNmUJwT9xtN2ob+WLneOHT6WNn3N1r3xpaBv6M4gedRimW0v6uu/UKKM0S/SHEd7meBX+x33V0c\njx8pf+i/Bvw1MNOkz3+k+KvyaxRnSl/e77p7OQ4UIfO5hsfZ8t/r+117P74nGvr/zbAFh6rjUP6S\n/Fx5rFgFXt/vuns9DqN0zKQ4of65tY6Bo3CsbDUOnT5WusiVJEmqbFg/65IkSV1gcJAkSZUZHCRJ\nUmUGB0mSVJnBQZIkVWZwkCRJlRkcJElSZQYHSZJUmcFBkiRVZnCQJEmVGRwkSVJl/x9eZxSXr7mq\nCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x85dc320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(women[\"height\"], women[\"weight\"],\"rD\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zq+/uZTWMqxBoY2arwu2mwDlm1ptg5MvQmOt3BBoRJCEiIimzoXQDZ3U+S8NX\nRWop2ZaN4wgenawG6pnZ7u6+NJwp9ATgfuCxmOOPqUWiAXBUXGxjgRnhNVYDzc1siLs/DtwIvOru\nWp9FRFLq2iOvjToEkZyQ7AyifzWz8UBf4ELgfTObRDCZ1zB33xx3/Lc1iGVrsuDuX8fuMLM1wHfu\nvjLcHgoUmdkdQBnQrwbXExERkQxIeuiru5e7+zTgaoLhp6uB7yCYaCvm1dTMmlQ3EHevn2j20HDf\nJRWzh4bbE4F9gYuAg9x9QaL3iYhUpqy8jEmfTIo6DJG8UJN5NhYBXwK/AD4kGPa6MebrGuDOVAVY\nGXdf5u6T3X3Vjo8WEdnmna/fofe43gwqGsRHyz+KOhyRnJfsEvOtw46YABa2QtRz93rA9+H39WO2\nr0hbxCIiNfT9pu8ZMXkEh487nLLyMmZcOoODdj0o6rBEcl6yHURPAh42s48I5taIFd8xUx01RSSr\nuDsTPprAiCkj+O/G/3L7Cbcz4vARNKhXk9H/IlJdyXYQHW9mTxMMf33TzPoSTC9uQIME213CBdtE\nRCL15fdfMuylYUz6dBKDDhjEn07+E/sU7BN1WCJ5Jem03t1Lgflm9h7B4mgViwLMB26LOfRj4HLg\nqlQFKSJSU4ZR8t8SJpw7gTM6n6FZP0UiUO02RHfvl4Y4RETSol2Ldrz/8/epZylbd1JEqkm/fSKS\n85RoiESr2i0bZraAYOXVcrY9SqlQL3w1dPddax+eiIiI1HU1SfdbE8wkegzBNOYGHBu++gHNgD4p\nik9EpEqfrfyMu2feHXUYIlKFpJMNMzvSzHoC9QlaNgrCrxa3Xebun6UhVhGRrTaXbeaW6bfQ7f5u\n3PP2PazemJqlsEUk9arzGOURYBPBcu6PxJTvGrctIpJWbyx5g8tfupxPVnzCNUdcw2+O+Q3NGjWL\nOiwRqUR1hr52BjCzZe5+aEW5mS2K29ZS7yKSFivWr2DU1FE88t4j9NmrD8WXF9N9t+5RhyUiO1CT\n6fPMzH4Ts90ybnsnM/s1cJe7r61deCIigddLXue8586jtLyUB055gKE9h2qUiUgdUZNk406gIVBK\nMBplTMy5yoHRQOOURCciEtq35b6csv8pjD5+NLvvvHvU4YhINVQr2TCzJ4Ar3H1NuD0IaOTuz5vZ\nN0Bnd1cvLRFJuQ67dOCxMx6LOgwRqYGkkw0zawRsATaZ2VEEi7P1AOqb2Y8IRqXcamargQbufl06\nAhYREZGDy2VzAAAZ80lEQVS6Jdkl5ncGPgN6EwxxrVh0jZjvlwLtCVZ91eIDIiIiAiS/6utaMzsP\nuBt4B/gU+BuwAdjo7rebWSnQzN1vTFu0IpKTyr2cR959hIUrFzL6+NFRhyMiKZZ0V253fwv4COgG\n3BTztWJa8k/QzKEiUk3zl83nmMeOYejEoSxbt4xyj18FQUTquuqORrkVWOfub5vZKoKWjsXhvleB\nN1IYm4jksLlL53LbW7fxzAfP0KlVJ16/6HWO7Xhs1GGJSBpUK9lw9wUxm+8BHwPPmNkz7l6S0shE\nJCdNWzyN0W+OZsrCKXTYpQN3n3g3Q3sMpXEDjZgXyVU1mWejwq4EI1LOAK43s0+Bp4G/ufsXqQhO\nRHLPPW/fw1fff8WTZz3JuV3PpUG92tyGRKQuqPFvubuvA54DnjOzBsDFwG3A7Wb2FnCDu/8nNWGK\nSK549PRHadG4BWYatCaSL2r1J4WZ7Q+cDZwFdAUmA88ATQlGq+xR2wBFJLcUNCmIOgQRybAaJxtm\n9gGwL/AKcBfwYtjagZl1BL5LSYQiUmcsW7eMuUvnckKnE6IORUSySG1aNkYDL1RMXR4r7Cx6cC3O\nLSJ1SMmqEsbOGMvD7z5M651as/jqxeqLISJb1abPxvhUBiIidc+8b+cx5s0xPPPBM7TcqSU3HnUj\nV/a+UomGiGxHdwQRqRZ3543P32D0f0YzeeFk2he05+4T7+aSQy+hacOmUYcnIllIyYaIVNvVU66m\ntLyU8WeO59yu59KwfsOoQxKRLKZkQ0SqxcyYPHgybZu11fBVEUmKkg0Rqbbddt4t6hBEpA5JeiE2\nEckPy9YtY/ZXs6MOQ0RyiJINEQGC4avDXx5O+7vbM3TiUNw96pBEJEfoMYpInotdfTV2+Kr6Y4hI\nqijZEMlD7s70JdN/sPqqhq+KSDoo2RDJQ5vLNnP+8+eza9NdtfqqiKSd7i4ieahxg8bMuHQG7Qva\n63GJiKSdkg2RPNVhlw5RhyAieUKjUURy0LJ1y/j4u4+jDkNEBMjyZMPMCsyst5ntEnUsInVByaoS\nrpx0Je3vbs8v//nLqMMREQGyJNkwszZmtsjM9okpOwdYDPwF+MLMzo7Z183MZpnZCjMbk/mIRbLL\n3KVzueD5C9j/j/vz7IfPclPfm3jizCeiDktEBMiCZMPM2gATgfYxZS2A+4Cj3P1HwHDgjnBfI+BF\nYDZwGNDFzIZkOm6RqLk70xZP46QnT+KQBw9hxpczuPvEu1ly9RJ+dfSvaLVTq6hDFBEBsqODaBHw\nJNA7pqwFcJW7zw+3i4GKO+fJ4f5r3H2jmd1EkJg8nqF4RbLCig0rGDh+IAe0PkDDV0Ukq2XDneky\nd19iZvdWFLj7lwRJCGbWEBgJTAh3dwdmuvvG8Nh5ZtYlwzGLRK5N0zbM+dkcuuzaRcNXRSSrRZ5s\nuPuSyvaZWXfgdWATcFBY3AIoiTu01MwK3H11eqIUyU5d23aNOgQRkR2KPNmoSthqcQJwFzAOOBco\nTXDoJqApUGmyMXLkSAoKCrYrKywspLCwMHUBi6TQsnXLKC0vZc/me0YdiojkgaKiIoqKirYrW706\nNX/DW7as7Ghm5UAHd/88wb4OwEKCfhvDgK7uPiRm/ypgP3dfkeC9PYA5c+bMoUePHmmKXiR1SlaV\nMHbGWB5+92Eu7H4hDw16KOqQRCRPFRcX07NnT4Ce7l5c0/NkZcuGmR0NnOruo8KiLYAD5QSjUIbG\nHNsRaASszHScIqkUu/rqLk122br6qohIXZeVyQbwCfAzM/sEmAL8HnjF3dea2XSguZkNcffHgRuB\nVz1bmmhEqqFi9dUxb45h8sLJtC9or9VXRSTnZFOysTVZcPel4SRe9xDMrzEFGBLuKzOzoUCRmd0B\nlAH9Mh+uSO19vOJj+j3ej25tuzH+zPGc2/VcGtZvGHVYIiIplTXJhrvXj9t+DehWybETzWxfoCfB\nMNhVGQhRJOU6t+nMjEtncHi7wzV8VURyVtYkG9Xl7suAyVHHIVJbffbqE3UIIiJpFfl05SK5bPm6\n5azeqOlfRCS/KdkQSYOSVSUMf3k4+9y9D/e+fe+O3yAiksPq7GMUkWwUO3y15U4tNXxVRAQlGyK1\npuGrIiJVU7IhUkv/Wvwv+v+1Pwe3PVjDV0VEElCyIVJL/Tr0Y+qFU+nfsb+Gr4qIJKBkQ6SW6lk9\njt/3+KjDEBHJWhqNIrIDy9YtY0vZlqjDEBGps5RsiFSiYvhq+7vbU/RB0Y7fICIiCekxikicRMNX\nTz3g1KjDEhGps5RsiKDhqyIi6aRkQwQo+qCIwRMGa/iqiEgaKNkQAU4/8HQmXTCJk/Y7ScNXRURS\nTMmGCNCsUTNO3v/kqMMQEclJGo0ieWHlhpW4e9RhiIjkJSUbktMWrVrElZOupN2d7fjP5/+JOhwR\nkbykxyiSk+YuncuYN8fwzPxnaNmkJTccdQNddu0SdVgiInlJyYbkDHdn2pJpjHlzDFMWTqF9QXvu\nOfEeDV8VEYmYkg3JGXfNvItr/nkN3dp20/BVEZEsomRDcsa5Xc+lc5vOGr4qIpJllGxIztirxV7s\n1WKvqMMQEZE4Go0idca6zeuiDkFERGpAyYZkvYrVV3cfuzslq0qiDkdERKpJj1Eka837dl4wfDVc\nfXXUkaNouVPLqMMSEZFqUrIhWUWrr4qI5B4lG5JVbnjtBsa8OUarr4qI5BAlG5JVLjj4Ao5uf7SG\nr4qI5BAlG5JVuu/Wne67dY86DBERSSGNRpGM2ly2OeoQREQkw5RsSEaUrCrhyklX0uHuDny/6fuo\nwxERkQzSYxRJq4rVV5+d/ywtd2rJiN4jMNQXQ0QknyjZkJTT8FUREYmlZENSbujEoTz87sMavioi\nIoCSDUmDCw6+gLMOOkvDV0VEBFCyIWlwXMfjog5BRESyiEajSLWVlZdFHYKIiNQhSjYkaRXDV3s8\n1EMJh4iIJE2PUWSHEg1f3VK+hfr16kcdmoiI1AFKNiShiuGro98czZSFUzR8VUREakzJhiR01rNn\n8Y8F/6Bb224avioiIrWSFX02zKyNmS0ys31iyk43s8/MbIuZFZvZgTH7upnZLDNbYWZjook6t53X\n9TwmXTCJecPmMbj7YCUaIiJSY5EnG2bWBpgItI8p2xd4BBgF7Al8Cjwc7msEvAjMBg4DupjZkAyH\nnfPO73Y+J+9/subJEBGRWos82QCKgCfjyg4Crnf35919OXA/cEi472SgBXCNu5cANwGXZSrYXOHu\nUYcgIiJ5IhuSjcvc/U+wbXUud5/k7uNijulM0LoB0B2Y6e4bw2PnAV0yFWxdV7KqhOEvD+e0p0+L\nOhQREckTkScb7r6kqv1m1hD4JUHrBgStGiVxh5WaWUEawssZc5fOZfCEwez/x/15Zv4z9N6zN+Ve\nHnVYIiKSB+rCaJSbgbWEfTaA0gTHbAKaAqsrO8nIkSMpKNg+HyksLKSwsDBFYWYfrb4qIiLJKioq\noqioaLuy1asr/VitFsuWZ/dmVg50cPfPY8qOAyYAh7v7x2HZKKCruw+JOW4VsJ+7r0hw3h7AnDlz\n5tCjR490/xhZo9zL6f/X/vx78b85uO3BXP8/12v4qoiIVEtxcTE9e/YE6OnuxTU9T9a2bJhZR+Ap\n4IqKRCM0Gxgad1wjYGVmI8xu9aweZxx4BtcdeZ1WXxURkUhlZbJhZk2Al4B/AC+YWTMAd18HTAea\nm9kQd38cuBF41bOliSaLXNXnqqhDEBERyapkIzZZGEAwAqUzQSuGAW5mHd39czMbChSZ2R1AGdAv\n08GKiIhIcrIm2XD3+jHfvwhUusqXu08MJ/7qSTAMdlUGQswaJatKGDtjLIbxx5P/GHU4IiIiVYp8\n6GtNufsyd5+cT4lG/PDVdi3aRR2SiIjIDmVNy4YkptVXRUSkrlOykcXWb1lP/7/2Z+aXMzm47cFa\nfVVEROokJRtZrGnDphzT/hh+ffSvNXxVRETqLCUbWW708aOjDkFERKRW6mwHUREREakblGxEpGRV\nCVdOupLb37w96lBERETSSslGhs1dOpcLnr+A/f+4P89++CyNGzSOOiQREZG0Up+NDNDqqyIiks+U\nbKTZl99/Sd9H+7L4v4s1fFVERPKSko0027P5nvz4oB9z4n4nclzH4zR8VURE8o6SjVpau3ktOzfa\nudL99awetw9QJ1AREclf6iBaAwtXLmTsW2M5+tGj2XPsnqzfsj7qkERERLKWWjaS4O688/U7vPDx\nC/xjwT+Yv3w+jes3ZkCnAdw18K6owxMREclqSjZ2YM2mNXT5cxe+/P5LWjZpyaADB3HzsTczoNOA\nKh+fiIiISEDJxg40b9yc4b2G07tdb/q270uDeqoyERGR6sj7T87v1n9Hm6Ztqjzm+qOuz1A0IiIi\nuSfvOoi6Ox8t/4hb37iVPuP6sNsdu/H1mq+jDktERCRn5U3Lxtylc3l66tO88PELfLLiE5o2bMqJ\n+53Ilb2upEXjFlGHJyIikrPyJtm45IVLaLt/WwYdMIixA8bSv2N/dmq4U9RhiYiI5Ly8STYePu1h\nhpw0hPr16kcdioiISF7Jmz4bh+xxiBINERGRCORNsiEiIiLRULIhIiIiaaVkQ0RERNJKyYaIiIik\nlZINERERSSslGyIiIpJWSjZEREQkrZRsiIiISFop2RAREZG0UrIhIiIiaaVkQ0RERNJKyYaIiIik\nlZINERERSSslGyIiIpJWSjZEREQkrZRsiIiISFop2RAREZG0UrIhIiIiaaVkI88UFRVFHUJWUD0E\nVA/bqC4CqodtVBepkxXJhpm1MbNFZrZPkuXdzGyWma0wszGZjbZu0y9PQPUQUD1so7oIqB62UV2k\nTuTJhpm1ASYC7ZMsbwS8CMwGDgO6mNmQzEQrIiIi1RV5sgEUAU9Wo/xkoAVwjbuXADcBl6UvPBER\nEamNbEg2LnP3PwGWZHl3YKa7bwRw93lAl/SHKSIiIjXRIOoA3H1JdcoJWjVK4spKzazA3VcnOL4J\nwEcffVTzIHPI6tWrKS4ujjqMyKkeAqqHbVQXAdXDNqqL7T47m9TmPObutY8mBcysHOjg7p9XVW5m\no4EG7n5tzDGfA4e7+zcJznsBiR/HiIiISHIGu/tTNX1z5C0bNbAS6BpX1hzYXMnxrwCDgcXAxvSF\nJSIiknOaAB0IPktrrC4mG7OBoRUbZtYRaESQhPyAu68AapyNiYiI5Lm3anuCbOggWl3TgeYxw11v\nBF71bHkeJCIiItvJppaNypKF7crdvczMhgJFZnYHUAb0S3NsIiIiUkNZ00G0usysLdCTYBjsqqjj\nERERkcTq4mMUANx9mbtPjk00zOxeMys3s7Lw6ydh+WVm9rmZrTOz18N+HnnBzMaY2Qsx23k51XuC\nejjdzD4zsy1mVmxmB0YZXybF10XcvslmdlGmY4pCZfVQVf3kqgS/H3lzzzSzIXGfGxWvi8ysaz7d\nL3dQF7W7Z7p7zryAN4GBBHNxtACaAfsCS4AfAXsB44BpUceaofroDqwG2ofbjYBFwH1AR4Lp4IdE\nHWcE9bAvsAI4G9gVeAZ4I+o4o6iLuH2DgXLgoqjjjKoeqqqfXH1V8vuRN/dMgu4ELWJe7YBvgf3z\n7X5ZRV10rO09M/IfLoWVVB/4L9A0rvxs4OmY7SOBL6OONwP1YcAM4LcxZWcA3wFNwu3uuf4hW0k9\nnEIwQ23Fdj9gbdSxRlEXMftaAt8AH+Z6slFZPVRVP7n6quT3Iy/vmTE/743AA8Dp+Xa/rKIuTq7t\nPbPOPkZJ4GCCx0JzzWx92By8F8HN8zgz+5GZFQBXAP+MMtAM+TnQDVhiZoPMrCH5OdX7D+rB3Se5\n+7iYYzoDn0YTXkYl+j9RYSwwAZgZSWSZVVk9VFU/uSrRz5yv90zMrDEwAvgDQctOvt0vt4qtC3d/\nubb3zFxKNroACwiagg8GSoGH3P0j4HngXYK5OPoA10UVZCaYWTPgdwRNgO2BkcB/qGKq94wGmCGV\n1UP4S1RxTEPgl8D9UcSYKVXVhZkdCxwHjOKHaxHllErq4Q0z2zlB+Xb/V3JNZXVBcI/Iq3tmjMEE\nCcbn5Nn9MoEL2FYXW9X0nplNQ19rxYNpVLdO3mVmVwCLzKwvMAjoDXwMXA9MDrdz1dlAU6Cfu68y\ns/rA+8AlwCNxx24Kj020rkxdV1k9XEjwHBrgZmAt8HA0IWZMorqYB/wMGA4Mc/d1Zjmda0Dl9TAy\nQXn8/5VcU1ld/AI4lfy6Z1a4HPhN+H1pgv25fL+MNwz4bYLyGt0zc6llI94ygn4cVwNF7v6Ou69x\n918Bncyse7ThpVU7YoYEu3sZwU2kgKBzT6yqpnqv6yqrh/0AzOw4gmbkwnBfLktUF+8TdPya5e5T\nogwugyqrh18lKN/6fyVHVVYXexD02cineyZmth/QCXg1LFpJft0vt4qpi6lx5TW+Z+ZMsmFmt5lZ\nYUzRkQQ9678Ddos5rgVBZlo/sxFm1JfATnFl7QkSryMrCnY01XsOqKwevjKzDgQtYVe4+8cZjisK\nldXFVcDpZrbKzFYRNJ3+2cz+lOkAM6Syevh9JeVfZSKoiFT1f6JtRUGe3DMBzgFeivkQnU1+3S9j\nxddFxc9f83tm1L1dU9hrdjDwGcGz5wEE/TfGAWcRNPlcDRQCrxM8o6wfdcxprItWwCqCJvJ2BJ18\n1rFtGNOQ8Li/AC9EHW9E9TCfoJd1s4pX1PFGVBd7AvvEvP5G8Dy2VdQxZ7ge9iYYzfaD/ytRxxxB\nXQzOt3tmWB/TgJ/GbNcHlubL/XIHddGktvfMyH+oFFfQLeEvz3LgTmCnsPwmgo4+Gwmy1e5Rx5qB\nujiCYPGctQS9hk8OyweFZcvDX6TOUcea6XoATiOY5r7iVR5+3SfqeKP4PxF3zCPk/tDXyn43dlg/\nufaqoi7y6p4ZfphuAA6IK8+r+2VldZGKe2adna5cas401buISFJ0v0wNJRsiIiKSVjnTQVRERESy\nk5INERERSSslGyIiIpJWSjZEREQkrZRsiIiISFop2RCRpIULltXkfT8xs9ZxZReFKzPv6L0/MrMz\na3LdmHMcbWatanMOEak5JRsikhQzOxL4yMwaJdi3INyf6H0NCBZtahFTVg+4FzgwiUvfBhyTZIxm\nZp3CROZ1Mzsi3PUocGIy5xCR1MuZVV9FJD3MrDNwA3AQwWqXD5hZQ3e/MOawTeErkQOBj9w9drnu\nvuG5SsysU1j2X3dfEXftHwPHA13M7LTYXcB64Dh3/zY89hjgBeAboCFBkrLczPYmWFBrQvV+chFJ\nFU3qJSJVClshmgEfAIcRJAmNCZam/yXgQEtgDcEUxivcvXP43n8Dh4THrw2P3Re4GxgYvgegNfCo\nu/9vzHW7AK8BZ7r7zJjyhsDbwFPufkdcrA0IFs/6X3c/OSy7LLze+orDwniHuvujtasdEUmGHqOI\nSJXcvRzoQrB2Rmegt7uvIWg9+KO7tyVIRPoDfYh5XEKwquggd9/J3XclSCqaA6cDvdy9i7t3IXik\nsrVlxMx6ESxv/TtghJmNiDnnH4C1lSQaRrCAlplZvbDsQoIlsduGsbYHtgCTa187IpIMPUYREQDM\nbHeC1ZIHuPssM/s/gscUfYGfEKwIexJB68R/gFK2v4dY+LU8pqw8przimP8FJrn70pjyhgSLflU4\nCXjY3R80sw+Av5vZHgTLexcCvRL8CKOAy4Hdw+usBSYRJEgvm9kFBC0zTwPvxF1fRNJIyYaIAODu\nS83sd8AYMzuXYMnxo8M+FUMJVlU+FMDMBrF9UlHBEpRb3Pb9QBsze8TdLwnLGgLfx8Ryc8z3b5rZ\nAIJHJ0uB/u7+TYL4/2BmtxEkJP9x95PNzAhWpiwLO7bu5O6zCPqMiEiG6DGKiMT6I9AGeAl43N3f\nBxYTPObYSPAHSn2gYkTKSDNbRPCY5UXgXwnOOdHMVprZKoJWkUXALOAEMzspPKYJlXQwDY95ApgJ\n9HH3j6uI/yRgFdA+7C9iwODwHA54OAz26B1VhIikjpINEdnK3cuAcQSPGx6sKHP3Ue5+O8EH/kx3\nfz58y13uvi/wITAI6JfgtKe4eyt3b0nYyuHumwlaOEaGxzQBNlS8wcx2N7Mrzexd4FmCDqp7A2+Z\nWUn4WmFmT8dd6xqCYa6fA18DRwHXAutijtkDeMTMGlezekSkhpRsiMhWZtac4MP5n8D/C8t2NbNC\nM/stQULxMzP7hh8+ho1/XJKoPHb422MESQpAU8LHKGbWB5hN0FoyA/ibu+8bvjpWvAge68QmKIMJ\nWl1eB9zdLwDaAZ+7+/StAbg/A3wHXJVElYhICijZEJFYfyDo/Hk20MfMTiYYtvpzgtaFrwjmq+hM\n5X024u8r8R1EAXD3r9396nCzJcGQWtx9prvv7e5XAnOriNXYPnnZO4wz9no3AvcleO//AedVcW4R\nSSF1EBURYOtw0yFAF3dfb2ajgD8BXd396PCYPxDMz7M6nO/if82sImF4laBlIfaRRQOCPhulbEsO\nGgCbY67bAugOxE76FetcMzs+PlxgZ+AfFQXuPjo837Exx10OvGtmBQSPT0rDYyeb2WtJVIuIpIBa\nNkQEAHef7e4t3P3LcPup8NHFhpjDGrHtj5SGwB/C/hit3L0V0CMsr/AWQafOij4bDxK2iJjZbma2\ngGC+i7HuvjBBWE2AZ919n7jX3gSPeXZK8J4WFeXu/lYY/+PA1cDLMT/v5gTvFZE00AyiIlIjFYuy\nufvaWpyjftgptdL9QD1331LTa4TnaaTkQiQ6SjZEREQkrfQYRURERNJKyYaIiIiklZINERERSSsl\nGyIiIpJWSjZEREQkrZRsiIiISFop2RAREZG0UrIhIiIiaaVkQ0RERNLq/wPmqdYgTeg4vAAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x882c710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family']=\"SimHei\" \n",
    "plt.plot(women[\"height\"], women[\"weight\"],\"g--\") \n",
    "plt.title(\"此处为图名\")\n",
    "plt.xlabel(\"x轴的名称\")\n",
    "plt.ylabel(\"y轴的名称\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zq+/uZTWMqxBoY2arwu2mwDlm1ptg5MvQmOt3BBoRJCEiIimzoXQDZ3U+S8NX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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8842358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family']=\"SimHei\" \n",
    "plt.plot(women[\"height\"], women[\"weight\"],\"g--\") \n",
    "plt.title(\"此处为图名\")\n",
    "plt.xlabel(\"x轴的名称\")\n",
    "plt.ylabel(\"y轴的名称\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T3d3N7F/A9+5+AZCbgBhFRCQOJx98Mg1qN+CyLpdpbIYklbIkG88Bt5vZ6YAB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\nAABAKcIGAAAo9Qn5PmHHgHuBxwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8514080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family']=\"SimHei\"\n",
    "plt.plot(women[\"height\"], women[\"weight\"],\"g--\") \n",
    "plt.title(\"此处为图名\")\n",
    "plt.xlabel(\"x轴的名称\")\n",
    "plt.ylabel(\"y轴的名称\")\n",
    "plt.legend(loc=\"upper left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.3 改变图的类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3ifhm4BDNUxdXtvwNJUlST7blXgkppVdTSmc6Q0FEfCIi3oyI1dZ/qx39j0XE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x84a8940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(women[\"height\"], women[\"weight\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x855b128>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3ifhm4BDNUxdXtvwNJUlST7blXgkppVdTSmc6Q0FEfCIi3oyI1dZ/qx39j0XE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x740ec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "plt.scatter(women.height, women.weight)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.4 改变图的坐标轴的取值范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.2, -1.3)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R/KVykWWtWsHJJ8Odd8IPP8ROI2n16KMwc6ZP5JRk7bCDHyR4002xk4jkL5WLCPr3h3nz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7460a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "x=np.linspace(0,10,100)\n",
    "\n",
    "plt.plot(x,np.sin(x))\n",
    "plt.xlim(11,-2)\n",
    "plt.ylim(2.2,-1.3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[-1, 21, -1.6, 1.6]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AHHhgY/ZhL1kCu+8OxxyTdyX1pRCyFi/Otw5JlWNoUMkmTGjc0DB+fNoGXNkN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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x83c8cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,np.sin(x))\n",
    "plt.axis([-1,21,-1.6,1.6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0, -1.0, 1.0)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s6cILpRtukHbcUbrqqrofEJYu9amHO+/sXSenn+6tIsOHe4sBgNxEMAByQJMm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\nABAhGAAAgAjBAAAARAgGAAAg8v+2BlNMjzb98wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8d0a668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,np.sin(x))\n",
    "plt.axis([-1,21,-1.6,1.6])\n",
    "plt.axis(\"equal\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.5 去掉边界的空白"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0, -0.99938455761243572, 0.9996923408861117)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WU+e7Dh2gfXtNe0hYFRXQpYsOA8t3TZpYUZGk61HiC4oZM7SaWoxz9nNQXm6F\npkiuLVkCzz+v65GYggJ44QVYtCh0ksxIfEFRXg7Nm2s1tZiCAvjsM3jzzdBJJB9NmgSrVmn7upg+\nfawnSVJ2nyW+oKiogN69oX790EkkCo45xgrMJA0zSnxUVECnTrDLLqGTSBTssINtIU3K9SjRBcWn\nn8LMmRpelHXq14devZLzBpb4WL3aGuzpeiTrKyiwQ+KSsPss0QVFRYXt8+7ZM3QSiZKCAltb89ln\noZNIPnnpJVi82HYbiVQpKEjO7rPEFxTHHgstWoROIlHSs6cVmo8/HjqJ5JPycth+ezj44NBJJEo6\ndrQpsCRsH01sQbFsmTW00vCibKhlSys0Ne0huVRRYYvw6iT2qiu14ZyNWlVUxH/3WWJ/tCdPhpUr\nNbwoG5dKwTPP2FCjSLbNnWsdEXWDIxuTSsEnn8Bbb4VOkp7EFhTl5dbIaNddQyeRKEqlrOB86qnQ\nSSQfVFRYV8Tjjw+dRKLouONg663jP+2RyIJizRrb16vRCdmU3XazVuxxfwNLPFRUQPfu0Lhx6CQS\nRVttZa3Y4349SmRB8cor8PXXKihk81Ip28ZXWRk6iSTZokXWDVHXI9mcVAqmT4cvvwydpPYSWVBU\nVEDr1nZctcimpFKwcKG9iUWyZeJEK1rVHVM2p3dv++8TT4TNkY5EFhSPPw4nnWRnzotsyhFHQKtW\n8R9mlGirqLCtojvsEDqJRFmbNnZNivP1KHEFxbx58M47Gl6ULatb1+4K4vwGlmhbudK6IOp6JNWR\nStkOxeXLQyepncQVFBUV0KABnHhi6CQSB6mUbdX6+OPQSSSJpk2DpUtVUEj1pFLw/ffWQymOEllQ\ndOkCTZuGTiJx0KOHdc3UKIVkQ0UF/OxncMABoZNIHOy7L7RvH9/rUaIKim+/heef192AVF+zZrYH\nPK5vYIku79d1x3QudBqJg6qumY8/Hs+umYkqKF5+GVat0mpqqZlUyg7mWbYsdBJJktmz4cMPdYMj\nNZNK2cGFb74ZOknNJaqgmDrVDlpp1y50EomTqq6ZkyeHTiJJUlEBjRpB166hk0icHHusjZzGcdQ0\nUQXFiy/qbkBqbtddbe4yjm9gia7HH7fumI0ahU4icdKgQXy7ZuakoHDOdXTOTXfOLXLO3VjNxxzn\nnHvXObfQOffL6jxmyRIVFFI7VV0z16wJnUSSYNEieOklXY+kdlIpeP11+Pzz0ElqJusFhXOuAVAO\nvAYcDOwP0LrhAAAbyUlEQVTrnDt9C49pDZQBI4EjgKHOueO29FotWsChh6afWfJPKmXt2tU1UzJh\nwgTrjnnSSaGTSBz17m3H3E+YEDpJzeRihKI30Ay41Hs/D7gaGLaFxwwB5nvvb/DefwBcV43HcMwx\n6o4ptXP44dauPY7DjBI9FRVwyCHqjim106oVHHlk/K5HuSgoOgGveO+XA3jvZwH7buEx+wPPrvf7\n6cBBW3qhY4+tbUTJd+qaKZmi7piSCakUPPUU/PBD6CTVVy8Hr9EMmLfB11Y755p775ds5jHvrPf7\npcCOW3qh8eOHM3Vq8x99rbi4mOLi4hrElXyVSsHDD8NHH2mnkNTe1Km2BVnb1yUdqRT8+tfWNTOT\nU2clJSWUlJT86GtLlmzqo7hmclFQrN7I11YAjYFN/S1Wr/0zVZYDW1wrfdttt9K5c+caBxQBa9de\nv76NUlx8ceg0ElfqjimZsPfetgOtoiKzBcXGbrJnzJjBQQdtcRJgi3Ix5fEN0GaDrzUFVtbgMVv6\n8yJpU9dMSZe6Y0qmxLFrZi4KiteAI6t+45xrDzTAioZqPQboDMzPSjqR9VR1zVy6NHQSiaPZs+3E\nY62fkExIpWD+/Ph0zcxFQTEVaLreVtGrgKe9994519Q5t7Fpl3LgSOdcN+dcfeByYFIOskqeS6Ws\nfbu6ZkptVFRA48bQrVvoJJIExxwTr66ZWS8ovPdrgLOBO5xzXwEp4Iq1//csbFvpho9ZBAwHJgIL\ngD2BP2Q7q0j79tChgw0zitRURYV1x2zYMHQSSYIGDaBnTxUUP+K9rwB2BU4D9vHez1379fbe+/JN\nPOZerJAYDHTy3n+Vi6wi6poptfH113ZAoaY7JJPi1DUzZ2d5eO8Xeu8neu8X1+AxH3vvJ3nvv89m\nNpH1VXXNfPXV0EkkTtQdU7KhV6/4dM1M1OFgIplw2GHqmik1V1Fhrf+33z50EkmSOHXNVEEhsoG6\nde0uMw5vYImGlSth0iRNd0h2xKVrpgoKkY1IpeCdd2wLoMiWPP+8dcdUQSHZkEpZMTFlSugkm6eC\nQmQjqrpmareHVEdFBbRtC506hU4iSbT33rDbbtEfNVVBIbIRTZtCly7RfwNLeFXdMVMpdceU7IhL\n10wVFCKboK6ZUh3vvGMHymm6Q7KpoMC6Zs6cGTrJpqmgENmEqq6Zk9SjVTajogKaNLERLZFsOfpo\naN4cyjfauSkaVFCIbEK7drDffpr2kM2rqLA1N+qOKdlUv771pIjy9UgFhchmpFLWUGb16tBJJIoW\nLoRXXtF0h+RGQQHMmAGffRY6ycapoBDZjIICWLTIWiqLbKiqe6G6Y0ou9OxpfXKiuvtMBYXIZhxy\nCGy3XbSHGSWcigrrrLrttqGTSD5o2dJOII3q9UgFhchm1KkDffpEeyGUhLFihR1zr+kOyaWCAnjm\nGfjuu9BJfkoFhcgWpFIwdy68917oJBIlzz4L335rF3iRXEmlrJh96qnQSX5KBYXIFpxwgq3gj+ow\no4RRXg7t20OHDqGTSD7ZfXfrnBnFUVMVFCJb0KSJFRUqKKRKVXfMggJ1x5TcKyiAJ56AysrQSX5M\nBYVINaRS8MIL8M03oZNIFLz5pm3d03SHhJBK2Zbl6dNDJ/kxFRQi1dCnD6xZAxMnhk4iUVBebl0L\njzkmdBLJR0ccAa1aRW/aQwWFSDXsuCMcfHD03sASRnk59O5t3QtFcq1uXet9ErVpWBUUItVUUGAj\nFCtXhk4iIX32mXUr1HSHhJRKwdtvw7x5oZOso4JCpJpSKVi2DKZODZ1EQqqogHr1rGuhSCg9ekCD\nBtEaNVVBIVJN++8PbdtG6w0suVdeDscdBy1ahE4i+axpU+jaFcrKQidZRwWFSDU5Z6MUFRW2bVDy\nz7JlMGWKpjskGgoLbcQ0KrvPVFCI1EBBAXz0Ebz1VugkEsLkybaGRu22JQoKCqK1+0wFhUgNdOli\nQ41RGmaU3Ckvh44drUOmSGg77WS7z6JyPVJBIVIDW20FvXpF5w0subN6tXUn1HSHREnV7rMVK0In\nUUEhUmOFhfDGG7Z9UPLHyy/DokUqKCRaCgvtkLrnngudRAWFSI317m3bBrXbI7+Ul8N228Ehh4RO\nIrLOfvtBu3bRGDVVQSFSQy1a2FqK8eNDJ5Fc8d7+vQsKoI6umhIhztkoRXl5+N1nemuI1EJhoQ0x\nLlkSOonkwuzZ8P77UFQUOonITxUUwPz5NhUbkgoKkVooKIBVq6KzXUuya/x42Hpr6NYtdBKRnzrm\nGBs5DT0Nq4JCpBZ23hkOPDAa85aSfePHW6vthg1DJxH5qfr17bCw0NcjFRQitVRYCBMm6LCwpJs/\nH157TdMdEm2FhTBrVtjDwlRQiNRSYSEsXQrPPx86iWRTebnt6undO3QSkU3r0cNGKkIeaa6CQqSW\n9t8fdtkl/DCjZNf48XYYWMuWoZOIbFqzZrbGJ+T1SAWFSC05Z4szo7BdS7Ljf/+zw8A03SFxUFho\nI6ahDgtTQSGShsJC+PRTmDkzdBLJhokTreV2YWHoJCJbVlhoh4U9/niY11dBIZKGY4+17Vqa9kim\n8ePhoIOgbdvQSUS2bMcd4fDDYdy4MK+vgkIkDVXbtUK9gSV7VqywEQqNTkic9O0LkybB99/n/rVV\nUIikqV8/eOst66QoyfHss7BsmdZPSLz07Qs//GBFRa6poBBJU48e1vBIoxTJMn487LordOwYOolI\n9e2xB3ToEOZ6pIJCJE1NmlgXRRUUyVFZaetiiopsN49InPTta/0oVq3K7euqoBDJgL594eWX4fPP\nQyeRTJg+HRYs0PoJiae+fW3Lc66b7qmgEMmAPn2sm6J2eyRDaSm0aQNHHRU6iUjNHXigNd3L9aip\nCgqRDNhmG+jSxT6IJN68t3/HoiKoWzd0GpGac85+fsePt+m7XFFBIZIh/frBc8+F61InmTFrFnzw\ngf17isRV3742Bfvaa7l7TRUUIhlSWGhdFUN1qZPMKC2F5s3tXASRuDr6aGjdOrfTHiooRDJkxx3h\niCM07RF3Y8dCKgUNGoROIlJ7devaWUPjxuXurCEVFCIZ1K+fNZT57rvQSaQ25s6Fd96B/v1DJxFJ\nX9++8N57MHt2bl5PBYVIBvXtC8uXw5NPhk4itVFaCo0bw4knhk4ikr4TToCtt87dtIcKCpEM2m03\n6NRJTa7iqrQUeve2okIk7ho2tJ/nsWNz83oqKEQyrG9fW5i5cmXoJFITH38Mr7+u3R2SLCefDDNn\n2s6lbFNBIZJh/frBkiUwZUroJFIT48bZQsyTTgqdRCRzeveGRo1yM0qhgkIkw/bbD3bfHR57LHQS\nqYmxY6F7d2jWLHQSkcxp0sSKijFjsv9aKihEMsw5G2YcNy73h/NI7SxYAC++qN0dkkwnn2zTeR99\nlN3XUUEhkgUDBljHzGefDZ1EqmP8eKhTx/btiyTNSSfBVltlf9pDBYVIFhx4IOy6a26GGSV9Y8fa\nWSytWoVOIpJ5TZtCz57Zn4ZVQSGSBc7ZKIWmPaJv0SIbSdLuDkmyAQPglVfg00+z9xoqKESyZOBA\n+7B67rnQSWRzSkutNbHWT0iS9elju5iyOe2hgkIkSzTtEQ+PPmrTHdttFzqJSPY0b24dYLM57aGC\nQiRLqqY9SkvtFFKJnoULrV/IoEGhk4hk38kn226m+fOz8/wqKESyaMCAdXP0Ej2lpVb49e0bOolI\n9hUUQP362TsaQAWFSBZ17gzt22vaI6oefRS6dYM2bUInEcm+li3twLBsTXuooBDJovV3e2jaI1oW\nLIDnn9d0h+SXk0+GqVPt5z/TVFCIZNmAAfD119rtETVjx1ozK013SD4pLIS6dbOz26NeTR/gnPs1\n0BPwm/tjQCugj/f+k1pmE0mEgw6Cdu1s2uOEE0KnkSqPPGJnd2yzTegkIrnTqpXt9igpgQsvzOxz\n12aE4gvvfVfvfbfN/OoK/KbqAc6545xz7zrnFjrnflndF3LOzXLOVa79tcY5d28t8ooEpd0e0TN/\nPrzwgvUKEck3p5xiuz0+yfDtfm0KCleTP+ecaw2UASOBI4Chzrnjtvhg5xoB7YHWQAugJXBxLfKK\nBDdwoE176EjzaBg7FurVg6Ki0ElEcq+oCBo2tFG6TKpNQbG5qY6NGQLM997f4L3/ALgOGFaNxx0I\nzPLef+O9X7r214qahhWJgoMOgj32gFGjQicRsAtpjx7QokXoJCK517Spdc4sKcns82ZzUabHRin2\nB9bfhT8dOKgajz8UaLt2mmSxc+5O51z9LOQUyTrnYPBgm/b44YfQafLbp5/CSy9pukPy2ymnwMyZ\nMHdu5p4zF7s8mgHz1vv9UmDHajxuL2AacCRwItAdGJ7xdCI5UlwMy5bBhAmhk+S3xx6zo5wLC0Mn\nEQmnd28bqcjkKEWNd3nUwmpg/amK5UCjLT3Ie3/++r93zl2HraH4y6YeM3z4cJo3b/6jrxUXF1Nc\nXFyTvCJZsddeNvUxapQOogqppMSOcm7WLHQSkdwrKSmhZG0V0bw53HwzTJmyJCPPnYuC4htg/T50\nTYGVtXiehcBOm/sDt956K507d67FU4vkRnExXH01LFlib2bJrffeg9deU+dSyV/r32Q/+ST06gXn\nnTeDadOqsxJh87I55eGwdRSvYdMWVToDWzyaxDn3knNu/QLiSODjjCYUybFBg2Dlyuz10pfNGznS\nRib69AmdRCS844+3vhSTJmXm+bK9KBOgHDjSOddt7aLKy4H/i++ca+6c21iOt4F7nXOHOudOx9ZP\n3JnFvCJZ97OfwXHHabdHCN7DiBHWerhhw9BpRMKrX9965IQsKGrUh8J7vwj4FTARWADsCfxhvT+3\nGOi4kcdfjq29mAL8HrjMez+iFnlFImXwYHjmmez00pdNe/VV+PBDGDIkdBKR6Cguhi+/zMxz1WYN\nRVPn3LNsufV2Y6AvgPf+Hufck8DewDTv/fdVf9B7v9Gixnu/BOhXi3wikda/v7W8ffRRuOSS0Gny\nx4gRsNNONkIkIuboo+203a++Sv+5alxQeO9vB26vxeM+RmsgRNhmG1sINWqUCopcWbXKmlmdcYYd\njCQipk4dO9tj5MgMPFf6TyEiNVVcvG4IXrJv8mRrfT50aOgkItGTSmXmeVRQiASQSkGTJplvfSsb\nN2IEdOgAnTqFTiISPXvskZnnUUEhEkCTJnZAz4gRtvtAsmfZMigrs9EJV90l5SJSYyooRAI5/XSY\nMwemTw+dJNnGjbPzU9QwVyS7VFCIBNKtm/WlePDB0EmSbeRIOPZY2GWX0ElEkk0FhUggdevCaafZ\nOorly0OnSaYFC+Dpp7UYUyQXVFCIBHT66XauR1lZ6CTJNHIk1Ktn3TFFJLtUUIgEtOeecNRR8MAD\noZMkj/dw//3Qty+0bBk6jUjyqaAQCeyMM+Cpp2D+Fo/Mk5p49VV4910466zQSUTygwoKkcAGDICt\ntoJ//zt0kmS5/37YeWc7UVFEsk8FhUhgzZtDv36220M9KTLju+9g9Gi12hbJJRUUIhFwxhkwd64N\n00v6HnvMGlqdeWboJCL5QwWFSAR06wZt22pxZqbcd59NdbRrFzqJSP5QQSESAXXq2BbS0aOtq6PU\n3nvvwbRp8POfh04ikl9UUIhExOmnw9Kl1ipaau+BB6BFC9suKiK5o4JCJCJ23x2OOw7uvTd0kvha\nvRoeegiGDIGGDUOnEckvKihEIuS88+D5561/gtTck0/CF19oukMkBBUUIhHSty+0aQP33BM6STzd\nfz8ccAAceGDoJCL5RwWFSIRstZXdXT/0kPVSkOpbsAAqKjQ6IRKKCgqRiDnnHFucOXp06CTxcu+9\nVpDpZFGRMFRQiERM+/bQsyfcdVfoJPGxahXcfbcVEy1ahE4jkp9UUIhE0PnnwxtvwOuvh04SD+PH\n22LMCy8MnUQkf6mgEImg3r2tc6ZGKarn9ttty+1++4VOIpK/VFCIRFDduraWoqQEFi8OnSbaZs2C\nqVPhootCJxHJbyooRCJq2DBbG6BjzTfvjjtgxx2hsDB0EpH8poJCJKK23976Utx9t44135TFi2HE\nCGsIVr9+6DQi+U0FhUiEnX8+zJ4NzzwTOkk0PfigjeKcfXboJCKigkIkwrp0gf33h1tuCZ0keior\n4c47YcAAG80RkbBUUIhEmHNw2WV2RsXbb4dOEy2TJ8P772sxpkhUqKAQibhBg2CnnTRKsaHbbrMz\nOw4/PHQSEQEVFCKRV78+/PKXMHIkfP556DTRMGsWTJwIw4fbKI6IhKeCQiQGzjkHGjWCf/wjdJJo\nuPFG2GUXOOWU0ElEpIoKCpEYaNbMioq774Zly0KnCevDD+3gtMsv11ZRkShRQSESE5dcAt9+C/fd\nFzpJWDffDK1awZlnhk4iIutTQSESE23b2hD/rbfC6tWh04SxYAHcfz/84hfQuHHoNCKyPhUUIjFy\n6aXwySfw2GOhk4Tx979DgwY6VVQkilRQiMTIAQfACSfAX/6Sf+24lyyxRlbnnQctWoROIyIbUkEh\nEjNXXQUzZ0J5eegkuXXXXbB8uW2hFZHoUUEhEjNdu0K3bvDb31r76Xzwww+2duSMM+xkURGJHhUU\nIjF0/fXw1lswZkzoJLlx333w9de2VVREokkFhUgMHXkk9O4Nv/998nd8fPutFVBDhsDuu4dOIyKb\nooJCJKauuw7mzrWW3En217/C//5nRYWIRJcKCpGYOugg6NcPrr0WVq4MnSY7Fi6Em26yE0V32SV0\nGhHZHBUUIjF27bXw0UfwwAOhk2THH/4AderYzhYRiTYVFCIx1rEjFBfbdMDy5aHTZNaHH9rZJVde\naa22RSTaVFCIxNzvfw9ffGFNn5Lkt7+F1q2tzbaIRJ8KCpGY23NPOPtsm/748svQaTJj5kwYNcr+\nTjqzQyQeVFCIJMANN9hR3knp03DllbDXXjpRVCROVFCIJECrVvDnP8O//w1Tp4ZOk56KCpg8Gf70\nJ6hXL3QaEakuFRQiCXHWWXDYYXYS56pVodPUztKlcMEF0KsXFBWFTiMiNaGCQiQh6tSxhZnvvgu3\n3x46Te1cdRUsXmwHgTkXOo2I1IQKCpEE6dwZzj/fdn58/nnoNDXz8stWEN1wg5pYicSRCgqRhLn+\nemjYEC67LHSS6lu50naqHHKIdcUUkfhRQSGSMC1bWrvqkhKYODF0muq58UY7l+Sf/4S6dUOnEZHa\nUEEhkkCnnQY9e8Lpp0d/6mP2bGuxfcUV0KlT6DQiUlsqKEQSyDl46CHbdnnqqbBmTehEG7dqFfz8\n57Zm4re/DZ1GRNKhgkIkobbdFkaMgGeftZ4OUXTppfD661b8NGwYOo2IpEMFhUiCdesGv/mN7fqY\nNi10mh/797/hH/+Av/8djjgidBoRSZcKCpGE+93v4KijYPBgWLQodBozcyaccw6ccQacd17oNCKS\nCSooRBKuXj0YORK+/94+wEOvp1i0CPr1gw4d1MBKJElUUIjkgbZt4eGHYcIEGxmorAyTY80aKC6G\nb7+F0lKtmxBJEh29I5InTjrJFj+edpodCX7bbbkdHaistKZVzzwDTz0FO++cu9cWkexTQSGSR4YO\ntamPc8+FJk1s90cuiorVq+3wshEjrHlVt27Zf00RyS0VFCJ55pxzrKgYPtyKimz3f1ixwhaElpfb\nWo7i4uy+noiEoTUUUmslJSWhI+SdTH3Pf/lLO4Trd7+Da67J3kLN77+HwkJ44glbMxHHYkI/57mn\n73k8qaCQWtObPvcy+T2/6ipreX3dddC9O8yfn7GnBmDBAujRA154wRaDplKZff5c0c957ul7Hk8q\nKETy2NVX2yLJ996zczTGjUv/OSsrbTvo3nvDnDnw9NNaMyGSD1RQiOS5rl3hP/+B446z/hDnnQff\nfFO753rzTTjySLjgAjj5ZCsoDj88s3lFJJpUUIgIrVrB2LFwzz3Wr2KHHWy9w9NPb7lnxYoVNspx\n/vlw0EHWY2LaNPjXv+x5RSQ/JGWXR0OA2bNnh86RV5YsWcKMGTNCx8gr2f6eH3yw7cZ44gkYPx5G\nj7bi4sQTrTho0mTdr88/hxdfhOnTYflyaN0aLrzQtqbWqwdJ+dHQz3nu6XueW+t9dqbVas5579NP\nE5hzbjAwMnQOERGRGBvivR9V2wcnpaBoBfQAPgKWh00jIiISKw2BdsAk732tjxBMREEhIiIiYWlR\npoiIiKRNBYWIiIikTQWFiIiIpE0FhYiIiKQt9gWFc66jc266c26Rc+7G0HnygXOu0Dn3gXNulXNu\nhnNur9CZ8olzbqJz7rTQOfKFc+5G51xZ6Bz5wDk3zDn3iXPuO+fcFOdc+9CZksg519o596Fzbuf1\nvpb2Z2msCwrnXAOgHHgNOBjY1zl3ethUyeac2xW4H7gC2BH4L/CvoKHyiHNuCLZFWnLAOdcJOA+4\nJHSWpFt7bfktkAL2Aj4EHgyZKYmcc62BCmCX9b6Wkc/SWBcUQG+gGXCp934ecDUwLGykxNsH+LX3\nfqz3/ivgLuDAwJnygnOuJXAzMCd0lnzgnHPAPcBfvfcfh86TBw4EXvbe/8d7/xl247Jb4ExJVMJP\nG0Fm5LM07gVFJ+AV7/1yAO/9LGDfsJGSzXv/hPd+/RGJvbFRCsm+W4BS4JXQQfLE+UBH4GPnXMo5\nVz90oIR7F+jmnNvfOdccuACYHDhTEg3z3t8OuPW+lpHP0rgXFM2AeRt8bfXaH0bJsrUX2F9hoxSS\nRc65rkA3bKrJbeGPS5qcc02Aa7Bh912A4cALzrmtQuZKMu/9bGAsMBP4BjgcuDxoqATaxGhbRj5L\n415QrAZWbPC1FUDjAFny0XXAt8B9oYMk2doPsbuB87z334XOkyf6Y9eRLt77a4HuQFPg1KCpEsw5\ndyjQBzgUaAGMBiYGDZU/MvJZGveC4hugzQZfawqsDJAlrzjnumFDwsXe+zWh8yTc74Dp3vsnQwfJ\nIzthQ8CLAdb+jM8Cdg+aKtlOAUZ771/33i/z3v8G2G3twljJrox8lsb9+PLXgLOrfrN2i1ED7Jsj\nWbL2+zwKuMB7Pzd0njxQDLR2zi1e+/vGwADn3KHe+4sC5kqyz4BGG3xtF+DFAFnyRR2gVdVvnHPN\nsJ/1usES5Y+MfJbGvaCYCjR1zp3uvX8IuAp42uvEs6xxzjUEHgfGA2Vr55rRUHxWHc2P36u3AC+j\nLXXZ9ARwm3PunLX/uz+2cO3koKmSbRrwkHNuJvAl9gH3BTYyJNmVkc/S2J826pxLYdtgfgDWYHOe\n2laXJc65AmDc+l8CPNDee/9JmFT5xTl3P/Cc9/7h0FmSzDl3BFa8dcI+2H7hvZ8QNlWyOeeqtivu\nALwF/HztjgPJMOfcGta7bmfiszT2BQWAc25b4CDWm/MUERGR6kv3szQRBYWIiIiEFfddHiIiIhIB\nKihEREQkbSooREREJG0qKERERCRtKihEREQkbSooREREJG0qKERERCRtKihEREQkbSooREREJG3/\nHxCOl0dFHIKLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9f2f6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,np.sin(x))\n",
    "plt.axis([-1,21,-1.6,1.6])\n",
    "plt.axis(\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.6 在同一个坐标上画两个图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x9f72748>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NYI2maRk0Tctg6XaJiIgo8azRY9AQ6kyETwE8BvAEwGNN03hwi4iIyMZY43TFtQDsLd0O\nERERJR/XSiAiIiITBgMiIiIyYTAgIiIiEwYDIiIiMmEwICIiIhMGAyIiIjJhMCAiIiITBgMiIiIy\nYTAgIiIiEwYDIiIiMmEwICIiIhMGAyIiIjJhMCAiIiITBgMiIiIyYTAgIiIiEwYDIiIiMmEwICIi\nIhMGAyIiIjJhMCAiIiITBgMiIiIyYTAgIiIiEwYDIiIiMmEwICIiIhMGAyIiIjJhMCAiIiITBgMi\nIiIyYTAgIiIiEwYDIiIiMmEwICIiIhMGAyIiIjJhMCAiIiITBgMiIiIyYTAgIiIiEwYDIiIiMmEw\nICIiIhMGAyIiIjKxWjDQNM1N07SLmqblt1abRERElDhWCQaaprkBWAfAwxrtERERUdJYq8cgAMAi\nK7VFRERESWStYNBLRKYD0KzUHhERESWBgzUaEZEridl+4MaByHspLzI5ZUImp0zImSEnimUvhvfd\n3kfhrIWRziGdpUq1CWFhwJkzwPXrwI0bLy7PngEiLy4A4OYGuLsD772nfubLB5QpA2TIoO/vQJQS\nRMdG49z9czh55yRuPL6B+xH38SDiAR5EPEBYZBjs7eyRzj4dnB2c4ezgjIxOGeHh6oGCWQuiUNZC\nKJilILKmz6r3r2FRz54Bly+ry6VL6ufdu0B0NBAVpX5GRwMuLkD27Oo9KXt2IGdOoHhxoHRpIGNG\nnX8JShSrBIPEOr3wNEKdQ2EwGmAwGhAVGwVDSQNQBrDT7FAgSwFUzF0RtT1qo3aB2ijuVhyaljI7\nI2JigEOHgKAg4PBh9e/z51/c7uwM5MkD5M4NZMoEaJq62NkBRqMKEIGBwK1b6kUKqNuKFwc8PdWl\nenWgYkV1PVFaJSI4c+8Mtl7cin3X9uHknZM4d/8cDEYDACCTUyZkd8mObOmzIVv6bMjqnBVGMSLS\nEIl74fcQaYjE46jHuBx2GU+in5j2657RHdXyVUP1fNVRPX91lH+vPJzsnfT6NZPFaATOngX2739x\nOXPmxe2OjoCHB5ArF5Au3YuLi4sKEKdOAffvq8vDhy/uV7Cg+sLi6Qk0aABUrgw42OSnT8oREBCA\ngICAV6579OiRWfatyfOvnlagaZoRQAERuRrP7Z4AQkJCQuDp6Wm6XkRw59kdnL1/Fufun8OZe2ew\n/9p+HLp5CAajATkz5ESdAnXQukRrNC3WFC6OLlb6jZImLAzYtAlYtw7YsEH939kZqFABqFRJfYiX\nLau+/WfNqoLAu4gAjx4BFy8CR48CR46oy/HjQESESu+NGwMffQQ0bAhkyWL535NIb0+jn2L9ufXY\n/M9mbLu4DdcfX4eTvRMq56mMcrnKoXTO0iidszRK5SiV4G/+IoL7Efdx6eElXHx4Ecf+PYZ91/bh\n0M1DiDREIr1DetQvVB9tS7ZF8/ebI4uzbb/YoqKA7duBFSuAtWuBe/fUl4gyZYBq1dSHeJEi6sPd\n3T3hXzAiI4HQUODvv19cgoNVYMicGahXT70XNWumvvxQ8h05cgReXl4A4CUiR5K6nxQRDOLzNPop\n9l/bj8DLgdjyzxaE3ApBBscMaFG8BXxK+6Bh4YY2k9yjo4E1a4A5c4AdOwCDQQWBZs2Apk2B8uVV\nGjc3gwE4cAD46y91OXlSJfWPPgJ69VJhgcmdUpNYYyx2XNqBBScWYGXoSoTHhKNMzjJoUKgBGhRu\ngBr5ayCDk/mPtUXHRuPoraPYfWU31pxdg33X9sHRzhH1CtVDu5Lt0L5Ue2R0so0+9dhY9eVk8WJg\n/Xrg8WOgaFGgTRugfn0VBjJlsky7ISHAli3qcuCAuq5+faBrV6BlSx4GTQ4GgzhceHABS04uQcDJ\nAJy+exo5XHLgs4qf4f8q/h/cM7kns/qkOX9ehQE/P3Vcrnp1oFMnFQjy5bN+PVeuqG8F8+erHgV3\nd6BbN6BnT6BwYevXQ2QuN5/cxPTg6fA/7o+bT27i/ezv45Oyn+Djsh+jQJYCVq/nxuMbWHVmFVaE\nrsDuK7uR0Skjupfvjs8rfY5i2YtZvR5A9QbMnQv89psaK1C6NNC2rQoEpUolrHfSnMLCVE+Fvz+w\nZ48ai9CuHdC/v/riRIljrmAAEbHaBUAsgPxvud0TgISEhEhynfj3hPTf0F8yfJdBHMc4SpdVXSTk\nZvL3m1D79ok0bqyGCWbNKvLFFyKnTlmt+QQJCRH5/HMRV1cRTRNp21bkyBG9qyJKnFN3Tkn31d3F\ncYyjZP4+s/T9q68EXw8Wo9God2kmV8KuyPBtw8VtopvAF9JgQQNZf3a91Wo8cUKkSxeRdOnUpUsX\nkaAgqzSdYP/8I+LrK+Lhod43GzQQ2bpVxIb+jDYvJCREAAgAT0nOZ3Vy7mzuizmDwXMPIx7K5P2T\nxeMnD9MLMvh6sNn2/zKjUWTnTpG6ddUjW6qUiL+/SESERZozm/BwkdmzRQoVUnU3biyyd6/eVRG9\n3cFrB6Xp4qYCX0ieyXnkx30/SlhEmN5lvVVETIQsOLZAKs2uJPCFVP69smw6v8liAeHUKZH27dXr\n2sND5IcfRO7etUhTZhMTIxIQIFKhgqq7QgWRpUtFYmP1rsz2MRgkUkxsjPx58k8pOaOkwBfSemlr\nOX3ntNn2v3eviLe3ekTLlRNZvjzlPZFjYkQWLVKBBlAB5+hRvasietW5e+ek7Z9tBb6QkjNKyvyj\n8yXKEKV3WYliNBpl6z9bpeqcqgJfSPW51WX7xe1m239oqIiPj+oJ9PAQ+f13kehos+3eKoxG1WNQ\nv756P/LyEtmxQ++qbBuDQRIZYg0y/+h88fjJQ+xG20m31d3k+qPrSd7flSsiHTu+SLZr16b8rq/Y\nWJGVK0WKF1dvLD16iNy8qXdVlNb9++Rf+Xz95+IwxkHyTckn84/OF0OsQe+yksVoNMqGcxuk4uyK\nAl9Ioz8ayZm7Z5K8vwcPRPr1E7GzE8mXT+S330SiUlZmitPu3SJVqqj32Y8+Evn7b70rsk0MBskU\nGRMp0w5OkxwTc0im8ZnkpwM/SUxsTILv//SpyKhRIunTi+TKJTJ3bsrrIXiX6GiRX34RyZZNJEMG\nkbFj1WEHImuKiY2RKfunSMbxGcX1e1eZuHeihEenriei0WiUladXSsGfC4rjGEf5autX8iTqSYLv\nbzCow4FubiIZM4r8+KNIZKQFC9aB0SiybJlI4cIq+PTpo4IQvcBgYCYPwh/I5+s/F81Xk7Izy8q+\nq/veeZ+//lJp3MlJ5OuvRR4/tkKhOnrwQGTwYBFHR5EiRdQ4CiJrOHTjkFT4rYJovpr0/auv3A+/\nr3dJFhUeHS6jA0eL8zhnyTM5jwT8HfDO8QdBQSIVK6p3808+Sf29e1FRIlOnimTOrL6ULVmS8ntp\nzYXBwMyCrweL1ywvgS+k15pecQ5iundPpHNn9ag1aqRG0aYloaEvxlH07i0SZtvjvCgFexz5WAZs\nGCB2o+2k3MxyEnTdxobQW9ilh5ek1ZJWAl9Ik0VN5MbjG29sExEhMnSo+vZcoULaGzB8/bpI69Zi\nOrxw6ZLeFemPwcACDLEGmR40XTKNzyT5f8ovOy6+GOmybJlIzpwiWbKIzJ+fdhNqbKzIjBmquzJ3\nbpE1a/SuiFKbHRd3SL4p+cTlOxeZtG9Sog7xpTZrzqyR9ya9J1kmZJE/jv9h6j04eFCNAXJyEpkw\nQQ0cTqvWrBHJm1fExUVk+vS0+94swmBgUZceXpJafrUEvpA+qwdK6w7hAoi0apX6u+kS6upVkSZN\n1DOoZ0815oIoOSJjIuXLzV+K5qtJ7fm15dLDS3qXZBPuPbsnnVZ0EvhCmi5qIX2/uiV2diKVKtne\n3Ch6efxYzcny/HTrW7f0rkgf5goGVp358F2SO/OhORnFiC8CpuKX0OGwe1wQYyv8geFdK1p9ZjBb\nJqJmdBwwQM11HhCgFkkhSqyTd07i45UfI/RuKMbXG4/BHwyGncZVv142Y/sqfLHtMxiMseiaeQHm\nfPURpzN/zYYNQPfuajGouXOB5s31rsi6zDXzIV95cYiNBb4bZ4cZnwxCheAjKFU0A3yvVcP04F9g\nS0FKb5oG9OihplbOlAmoWhWYNEm9KIkSQkQwPXg6Ks6uiFhjLA59eghfVvuSoeA1f/wBfNWiFTw2\nnIR3wSrwNzTBiJ3DEBMbo3dpNuWjj9RiTR98ALRoAfTpoxaRo0RKTneDuS+wgUMJ16+L1KypBvSM\nGqWO3UUZomTgxoECX0jbP9va/OxqeoiKEhk2THXlNWxo+7Orkf4eRz6WDss6CHwhAzYMkIgYG58i\nVAdPn4p066ZeV127ijx5IhJrjJVJ+yaJwxgHqTqnqlx+eFnvMm2O0ajmcHB2FilfXuTCBb0rsg6O\nMbCA3bvV6S958ogEBr55+/JTyyXz95mlyLQicvQWpwSMy9at6lzq/PlFDh/WuxqyVafunJLi04tL\npvGZZNmpZXqXY5NCQ0VKlFBziPj7v3n7gWsHxOMnD8kyIYusPbPW+gWmAMeOqXkPXF3TxkBpcwUD\n9tdBHSufNg2oWxcoXlwtC1qr1pvbtSnZBkd6H0Emp0yoOqcq5h+bb/VabV39+urQwnvvqZUk583T\nuyKyNQF/B6Dy75Vhr9nj0KeH0LZkW71Lsjlr16qljzUNOHwY6NLlzW2q5q2Ko32OopZHLTRf0hxj\ndo2BUXgc72XlyqnHr04ddWhhxAi1FD29Q3JShbkv0KHH4NmzF3MTDBqUsPnEI2IipOeangJfyKBN\ng9L06VTxiYxUcx08n/Mgtc3CRolniDXI4E2DBb6Qzis7y9MonsryuthYtcIgoM7RT8jkabHGWBkT\nOEbgC2m1pJU8jkzlM64lgdEoMnGiOkRcr57I/VQ6TxYPJZjB1avq+FP69GrxoMQwGo3yS9AvYj/a\nXhr+0VAehHNuzrjMmaOWef3gA5Hbt/WuhvQSFhEmjRc2FrvRdjL14FSbWhLZVjx6JNKihVqfZOzY\nxE+xvubMGsk0PpOUnFFSzt8/b5kiU7idO0WyZxcpWlTkTNKXpLBZPJSQTIcOqa66hw+BAweATp0S\nd39N09Cvcj9s+WQLDt88jCpzqiD0bqhlik3BevYEdu8GLl4EqlQBTp7UuyKytn8e/IMP5n6A/df2\nY+PHGzGgygBoPO/3FZcvq5H0O3cCa9YAI0cCdol8d27+fnME9QpCTGwMKv1eCdsvbrdIrSlZ7dpA\ncDDg6Kjej7Zu1bsi25Qmg8GKFWoMQYECQFCQOg6VVHUL1sWhTw/Byd4JVedWxbaL28xWZ2pRubJ6\nMWbODFSrBmzapHdFZC2BlwNReU5lGIwGBPUKQsPCDfUuyeYEB6sPqchI9X7UrFnS91UiRwkEfxqM\nKnmq4MNFH2LeUQ7yeV2hQurLYLVqQOPGwIwZeldke9JUMBABJkwA2rZVE1/s2AHkypX8/RbKWggH\neh5A9XzV0XhRYw5KjEP+/MDevSqQNWkC/PKL3hWRpS04vgAN/mgAT3dPBPUKwvtu7+tdks15/iWl\ncGHg4EE1+Dm5sjhnwTqfdehRvgd6ru2J/23/HwclviZzZmDdOmDgQKBfPzVJW2ys3lXZkOQchzD3\nBRYcYxAdLdKjhxpV8c03llkiOSY2Rnqv7S3whXy781seR42DwSAyZIj6O3zxRepbqprU+Jtxu8YJ\nfCE91/SUaEMCRvSmMUajWhpZ00Q6dFALIpm/DaNM3DtR4AvpuLwj54mIx6xZalBiq1Ypf1l5Dj5M\nhKdP1epbDg5xnw9sTkajUb7f873AF9J1VVeJMkRZtsEUasYM9abYvj3PWEhNXg7HYwLHMBzHwWB4\nMa//iBGWD8fLTi0T53HO4j3PO9UvW51U69apRZg++ECtoptSMRgk0N27IpUrq9UAN282227fadGJ\nReI01knqL6jP04fisXKlOmOhdm0u4ZwaPI16Kk0WNRGHMQ7id9RP73JsUkSESJs26hvq779br90D\n1w5I9h+yS6kZpeTao2vWazgFCQ4WyZFDpFgxkYsX9a4maXhWQgJcuqQm2bl8GQgMBBpacdxTpzKd\nsLnzZgTfCEbdBXVx99ld6zWeQrRqBWzbBhw7BtSoAdy4oXdFlFT3w++j7oK62HVlF9b7rEe38t30\nLsnmPHoM3ccLAAAgAElEQVSkBrv99RewahXQq5f12q6atyr29tiLJ9FPUG1uNZy5d8Z6jacQlSqp\nQYkiat2Xo0f1rkg/qTYYHD+uRp3GxgL79wNqwSnrql2gNgK7BuLqo6uo4VcDV8KuWL8IG+ftDezb\nB4SFqb/XuXN6V0SJdf3xddTwq4FLDy9hV7ddaFSkkd4l2Zxbt9Qgw2PHgC1b9Fn1r7hbcezvsR+u\nzq7wnueNoOtB1i/CxhUurN6PPDzUqY179uhdkT5SZTDYv1/9UXPnVv8uXFi/Wiq4V8C+HvsQHRuN\n6vOq49SdU/oVY6NKllR/pwwZVFBIy0k9pTl3/xyqz6uOZzHPsLfHXni6c93t1/3zj+q5vHtXfdDU\nqKFfLXky58HubrtR3K046i6oi00XeO7w63LkALZvBypWVL3M69frXZH1pbpgsHUr0KABULasmiwk\nZ069KwKKZCuCfT32IbtLdtTwq4GD1w/qXZLNyZtXTYSUP78KdXv36l0RvcvRW0fhPc8bGRwzYF+P\nfSiWvZjeJdmcU6dUEHB0VOG3dGm9KwKyps+KLZ9sQb2C9dA8oDmWn16ud0k2J1MmdcincWOgZUtg\n0SK9K7KuVBUMVq0CmjZVHyybNqlzVW2FeyZ37Oq2CyVzlET9BfUReDlQ75JsjpubmluiQgWV1DkR\nku3ac2UPavvXRoEsBbC7+27kzZxX75JszuHDQM2a6svJ7t2qe9pWuDi6YEX7FWhXqh06LO/AuVfi\n4OwM/PmnWsCqc+e0NfdKqgkG/v5q4qJWrVRASJ9e74relMU5CzZ33oxq+aqh8aLG2HB+g94l2ZzM\nmYGNG4F69dRx2GXL9K6IXrf1n61otLARKuauiO1dtsPNxU3vkmzO7t1qtdZixVTPpTkmUjM3R3tH\nLGi5AL0q9EL3Nd0xPXi63iXZHAcHYO5cYMgQNQnS99/rXZGVJOeUBnNfkMTTFadPF9MqfgZDou6q\ni4iYCGke0FwcxzjK8lPL9S7HJkVHi3TqpE7rWrBA72roubVn1orTWCf5aNFHEh6dwmeDsZCNG9XC\nbHXrijx5onc172Y0GmXI5iECX8j43eP1LscmGY0vVr0cOVL93xZxHoP/TJ4spiWTbfWPFZdoQ7T4\nLPcRu9F24n/MwrMupVAGg0jPnmoipNmz9a6Glvy9RBzGOEibpW04cVc8Vq0ScXQUadbMMrMZWorR\naJTRgaMFvpAR20ZwYqp4/PCD+rwZPNg2P2/MFQwc9OqpMIfvvlOrkI0YAYwbB6SkBdsc7R3xR6s/\n4OLogq6ruyLSEIneXr31Lsum2NsDs2cD6dIBvXurRWb699e7qrTJ/5g/eqztgU5lOsGvhR8c7FL0\nW4dFLFumVmlt1UoNVnN01LuihNM0DaNqjUIGxwz4cuuXiIqNwo8NfuQqmK8ZNgxwcVHvQ+HhagGm\nxK6CmRKkyFe3CDBqlAoDY8eqcJAS2dvZY3az2UjvkB591vdBTGwM+lbuq3dZNsXODpg+XY0ZGTAA\niIhQL06yntkhs9FnfR986vkpfmv6G+y0VPhOmEyLFqlBaj4+wPz56th0SjSk2hA42TthwKYBiI6N\nxtQPpzIcvKZfPxUOevVSX1bmzFFfYlKTFPf0FQG++gr48Udg4kRg6FC9K0oeO80O0xpPg6O9I/pt\n7IcYYwy+qPqF3mXZFE1Tf+/06dXfPjo65YbBlObXQ7+i74a+6FepH6Y1nsYPiTj4+QE9ewJdu6aO\nD4n+VfojnUM69FnfB1GGKMxsOpNh8DU9eqizFj75BDAYVBhM6X/3l6WoYCACDB4M/PwzMHWq+gaZ\nGmiahskNJ8PRzhGDNg9CTGwMhlZP4YnHzDRN9Q6lSwd8842a0fLbb/WuKnWbFjQNAzcNxKCqgzC5\n4WSGgjjMng306aMuv/6aerqVe3v1hqOdI3qu7YloYzTmNJsDe7tU9MlnBp06qTDw8ccqHPzxR8rt\nKXpdivk1RIAvvgCmTVPHdT7/XO+KzEvTNEyoPwFO9k4Ytm0YomOj8b+a/9O7LJszcqR6MY4YocLB\n6NEpa2xJSjF5/2R8ufVLDK02FD/U/4GhIA4zZ6r3of791ReV1PYQda/QHU72TuiyugtijbHwa+HH\ncPCaDh1UGOjYUb0fpbSxJfFKzshFc18Qz1kJRqNI375qNOhvv5ll8KZNez46eEzgGL1LsVnPRwcP\nH26bo4NTsgl7JnB0+js8P0X6iy9S//Nvyd9LxH60vXy84mMxxKaA88F1sHq1OhulVSuRKB1P2Ekz\npyvGxop89pmqNC2dsjZ211iBL2R04Gi9S7FZz09VHTYs9b85W8v43eMFvpBvdnzDUBCPadNs+5Q1\nS1h6cqnYj7aXTis6SUxsjN7l2KR160ScnERattQvHKSJYBAbqyYt0jSRuXPN+vilCON2jRP4Qr7d\n+a3epdisqVPVs3jo0LTzJm0p3+3+js+3d/jpp7T7fFt2apnYj7aXjss7MhzE46+/VDho0UKfcJCi\nggGA0gCCAdwH8MNbtjMFg9hYkU8/VaHAz88Cj2AK8fwb3Kgdo/gNLh7Pv8F9+WXae7M2l+ch1Hen\nr96l2KznoeCrr9Lu82z5qeXiMMZB2i9rz3AQDz3DQYoJBgCcAFwEMANAQQDrAHSNZ1tPAHLoUIgp\nFMyfb5HHL0X5fs/37N59h+fhYMiQtPumnVQ8bPVuU6ao59fXX/P5tfL0SoaDd3geDpo3t244SEnB\noCWAewCc//t/WQB74tnWE4C0ahXCUPCaH/b+wHDwDr/8wnCQWM9DAQe6xu95KOBA1xcYDt5twwaR\ndOnU9NiRkdZpMyUFg1EA1r923f14tvVUv1QIQ0EcGA7e7flo8bQ0MCypxgSOEfhCxu4aq3cpNouh\nIH7Pw0G7P9sxHMRj40brhoOUtFZCZgCXXrvOoGmaq4g8iusO778/CCtWuGLFihfX+fj4wMfHx3JV\npgDDqqu5gL/a9hUAYHTt0Ty//DV9/5tRul8/9XPSpNR3frk5jN01FqMCR2FsnbEYWZPTSMblp5/U\nhGrDh6t1Wfg8elWrEq2wrN0ytFvWDp1WdMLiNou5hsZrPvwQWL0aaNkSaNsWWL5cTdJmDgEBAQgI\nCHjlukeP4vxITbzkpIqEXABMADDpteuuAnCPY9skLbuc1rDn4N2e9xyktFU3rYE9Be/2/FRY9hS8\n26rQVaaeg2hDtN7l2KRNm1TPQdOmlu05SEk9Bg8AlHrtukwAoq3Qdqr0cs+BUYwYW2csew5e83rP\nweTJ/MYHsKcgISZPBr78MmWu2qqHlsVbYnm75Wi7rC06reyExa0Xw9E+NUz/Zz6NGgFr1gAtWpi/\n58AikpMqEnIBUAfA+Zf+XxDAMwBaHNuyxyARJu6dyBnq3oE9By88n1GTPQXx+/FH9Xz53//4fEms\n1aGrxXGMo7RZ2oY9B/F43nPQpIlleg5S0uBDewD/4r9TFAH8DmBNPNsyGCTSj/t+FPhChm8bznAQ\nj+fhYODAtPtm/+3ObwW+kHG7xuldis2aOJGhILnWnFnDcPAOmzeLODuLfPSRSESEefedYoKBqA/8\nZgCeArj7X0goHs92DAZJMGnfJIEv5OutXzMcxOPXX9WzvX//tPWmbzQaZdSOUQJfyPjd4/Uux2Y9\nDwUjR6at54clrD2zVhzHOErrpa0ZDuKxZYsKBx9+aN5wkKKCgagP/ZwAGgPI+pZtGAySaMr+KQJf\nyFdbv2I4iMesWeoZ//nnaePN32g0ysjtIwW+kAl7Juhdjs0aP56hwNyeh4OWS1pKlEHHVYVs2LZt\nIunTizRqZL5wkOKCQYKKYTBIlp8O/CTwhQzZPIThIB6//66e9Z99ptbiSK2MRqOM2DZC4AuZuHei\n3uXYrDFj1PPB11fvSlKf9WfXi9NYJ2m2uJlExlhphp8UZvt2FQ4aNhQJD0/+/hgMKE6/BP0i8IUM\n3DiQ4SAec+eq6bY//TR1hgOj0ShDtwwV+EIm7Zukdzk2yWgUGTVKvQOO5VhMi9l0fpOkG5tOGi9s\nLBExZj6gnkrs3Cni4iJSr57I06fJ25e5goGdOc9wIP31q9wPvzX5DVODpqLvhr4wilHvkmxOjx6A\nnx8wZw7QsycQG6t3ReYjIhi0eRB+3P8jpn04DUOqDdG7JJsjAnzzDTBmDPD998BInrVpMY2KNML6\nTuux8/JOtFjSAhExEXqXZHNq1wY2bgSCgoCPPgKePNG7IjAYpEZ9KvbB3OZz8dvh39BnXR+Ggzh0\n7QosXAj88QfQpQtgMOhdUfIZxYi+G/piatBUzGwyE/2r9Ne7JJsjAnz9tZrJ8Mcf1b/JsuoXqo+/\nOv2FvVf3ollAMzyLfqZ3STanZk1gyxbg2DE1W6K5JjBMKgaDVKpHhR6Y33I+5h2bhx5resBgTAWf\nfGbWqROwZAnw55+Ajw8QE6N3RUlnFCN6r+uN3w7/hrnN5+Kzip/pXZLNMRqBAQOAiROBn39WkxiR\nddQtWBcbP96IoBtB+HDRh3gc9VjvkmzOBx8A27YBp08DDRoADx/qVwuDQSrWpVwXLGy1EAtPLESn\nFZ0QHcvJJl/Xti2wYgWwdq36d1SU3hUlnsFoQLfV3eB3zA8LWi1Ajwo99C7J5sTGAn36ADNmALNm\nAQMH6l1R2lPToya2frIVf9/+G/UX1MeDiAd6l2RzKlUCduwALl4E6tUD7t3Tpw4Gg1TOp4wPVrRf\ngTVn16DNn20QaYjUuySb07y5mq50yxY1ZWl4uN4VJVyUIQodlndAwMkALG69GJ3Ldta7JJtjMKhD\nR/PmAf7+QO/eeleUdlXNWxU7uu7AxYcXUde/Lu4+u6t3STanQgVg507gxg2gVi3g5k3r18BgkAa0\nKN4CazuuxfaL29F0cVMe44vDhx8Cf/0F7N1rG8f4EiI8Jhwtl7bEX+f+wqoOq9ChdAe9S7I50dFA\nx47A0qXqsNEnn+hdEXm6eyKwWyD+ffovas2vhZtPdPjks3FlygB79qiBiDVqAJcvW7d9BoM0olGR\nRtjUeROCbgSh0cJGeBSZAj75rKxuXXWM7++/1b/v2vCXmcdRj9F4UWPsubIHf3X6C02LNdW7JJvz\n7BnQrBmwfj2wciXQrp3eFdFzpXOWxu7uu/Ek+glq+NXAxYcX9S7J5hQrpsKBpgHe3sCZM9Zrm8Eg\nDanpURPbu2zH6bunUdu/Nm4/va13STanalVg1y7VjVezpvppa+6H30f9BfVx/N/j2PLJFtQrVE/v\nkmzOw4dqANf+/epUsGbN9K6IXlcsezHs7b4X9po9vOd54+/bf+tdks3x8FDhIEsW9X507Jh12mUw\nSGMq56mMXd124fbT2/D288alh5f0LsnmlC2rXozh4SqpX7igd0UvXHt0DTX8auBS2CXs7LoT1fJV\n07skm3Prljo2e+6cGshVp47eFVF8PLJ4YE/3PciVMRdqza+Fg9cP6l2SzXF3V19WPDzUnAe7d1u+\nTQaDNKhMrjLY12MfRATV51XHyTsn9S7J5hQtqsKBkxNQvTpw5IjeFQGhd0NRbV41hMeEY1+Pfajg\nXkHvkmzOpUvqmOyDB+oNtFIlvSuid8mVMRcCuwaidM7SqLegHrb+s1XvkmxO9uzA9u2AlxfQsKEa\nLG1JDAZpVMGsBbGvxz7kzJATNfxqYP+1/XqXZHPy51eDET081DfQbdv0qyXoehC8/byRxTkL9vfc\nj2LZi+lXjI06dkyFOE1Tf7eSJfWuiBLK1dkVmzpvQp0CddBkcRMsOblE75JsTubMwIYN6iyq1q2B\nuXMt1xaDQRqWK2Mu7Oq2C2VzlUX9BfWx7uw6vUuyOTlyqO7o6tXVdKVLdHi/2nxhM+ouqIsSbiWw\nu9tu5M6U2/pF2Lht29Qx2Ny5VSgoUEDviiixXBxdsKrDKnQs3RE+K3wwef/k52vo0H/SpQMCAoDP\nPgN69VJTelviIWIwSONcnV2x6eNNaFy0MVoubYmZh2bqXZLNyZgRWLdOnfbm4wNMm2a9tv2O+qFp\nQFPULVgXWz7Zgqzps1qv8RRi4UKgcWMV3gIDgVy59K6IksrR3hH+Lf0x3Hs4vtz6JQZtHsQp3V9j\nbw9Mnw74+gIjRgD9+1tgSvfkrMBk7gu4uqJuDLEGGbhxoMAXMmzLMIk1psJlB5MpNlZk6FC1It+g\nQSIGg+XaMhqNMnL7SIEvpM+6PhITG2O5xlIoo1FkwgT19+jWTSQ6Wu+KyJx+Df5V7EbbSds/23Jl\nxnjMmiViby/StKnIkydcdpksZMr+KaL5atJxeUeuoR6PX34RsbMTad48+cukxiUyJlI+XvGxwBfy\nw94fuHx2HKKjRf7v/9Q72DffqJBAqc+q0FXiPM5ZvOd5y91nd/UuxyZt3CiSMaNIhQoimzaZJxho\nYkPHcDRN8wQQEhISAk9PT73LSbOWn16Ozis7o3KeyljRfgVyZMihd0k256+/1KGFYsXUYYbcZjrs\n/yDiAVotbYWg60FY0GoB2pdqb54dpyIPHwLt26vDBr/+Cnz6qd4VkSUduHYALZa0QKZ0mbDOZx1K\n5uCo0tcdPw40aQIYDEdw+7YXAHiJSJLPpeIYA3pD25JtsaPrDpy9fxaV51TGidsn9C7J5jRpoga5\n3bkDVKmiXpjJFXo3FFXnVMWpO6ewvct2hoI4nD+vVqELCVFrWzAUpH4f5PsAwZ8Gw8XRBR/M/QCb\nLmzSuySbU64cEBQEuLqaZ38MBhSnavmq4dCnh+CazhXV5lbD6jOr9S7J5jx/MebMqQa+LVuW9H2t\nP7ceVeZUgaO9Iw72Oojq+aubr9BUYudOFcJE1OPOiYvSjgJZCmBfj32okb8GmixugmlB03jGwmvy\n5AHmzDHPvhgMKF75XfNjX499+LDIh2i1tBW+2/0dX4yvyZ1bTaTTrJnq3h4+XC3xm1AigvF7xqN5\nQHPULVgXB3seRJFsRSxXcAokokZhN2yoJng5eFBNQEVpS+Z0mbGm4xoMqjoIAzcNRO91vbla7Gsy\nZDDPfhgM6K0yOGXAn+3+xLe1vsXInSPRdllbLsD0mgwZgMWLgUmTgIkT1XwHDxKw1Pyz6GfouKIj\n/rfjf/im5jdY2WElMqXLZPmCU5Bnz4DOndUpWX37qglesvKMzTTL3s4ekxpOwrzm8/DHiT/gPc8b\nl8Mu611WqsNgQO9kp9nBt7YvVrZfiW0Xt6Hi7xVx7F8rreaRQmgaMGQIsHkzcPgwULHi28cdnL57\nGpXnVMb6c+uxrN0yjK4zGnYaX44vO39eLWq1erWa1OXnnwFHR72rIlvQvUJ37O+5H/cj7sNrthfH\nHZgZ34kowVqVaIWQ3iHI6JQRH8z9AHOPzOWhhdfUr6+CgaurOh7+669vzkw2/9h8VPpdTeJ/6NND\naFuyrQ6V2rbVq1W4io4GgoPVGSBEL/N090RI7xBUzVsVHy36CKMDR3MyJDNhMKBEKZKtCPb32I9P\nyn6CXut6ofua7nga/VTvsmxKwYLAgQNqytK+fYE2bdQpds+in6Hb6m7ovqY7OpTqgOBewTz16jXh\n4eoxa9UKqFcPOHQIKFVK76rIVmVLnw3rfNZhdO3RGL1rNBr80QDXH1/Xu6wUj8GAEi29Y3rMbjYb\n/i39sez0MpT/rTwOXDugd1k2xdlZDZhbuVKdb1+y3hGUnlYJy04vg39Lf8xrMQ8ZnMw0UiiVOHZM\n9RLMm6d6WlasUAvHEL2NnWaHb2p9g21dtuHsvbMoO7Mslp1KxilCxGBASdelXBcc63MMbi5u8Pbz\nxsgdIxEdG613WTalafMYdPMbjdvNquDyP+nQOfwQOhTvondZNsVoBKZMUYdenJzUHAX/939q3AZR\nQtUtWBcn/u8E6hWqh/bL26P7mu54EvVE77JSJAYDSpai2Ytib4+98K3lix/2/YAP5n6A03dP612W\nTTh15xSqzq2KacfHYkTN4RjlHgS/iSXh5aW6yEkNMKxXTw3c7N9fzU/A5ZIpqbKlz4Y/2/4JvxZ+\nWH56OcrPKo/tF7frXVaKw2BAyeZg54Bvan2DAz0PIDwmHBVmVcC3O79Ns+cYR8dGY8LeCfCc7YmI\nmAgc6HkA4+qNwehRTggJUUunVq0KfP01EJk2HyLExKglY8uUAa5cUcsmT5qkHhui5NA0Dd3Kd8Ox\nPseQL3M+1P+jPrqt7ob74ff1Li3FYDAgs6mYuyKO9D6CYdWG4fu936PMzDLY+s9Wvcuyqh2XdqD8\nb+Xxvx3/Q//K/RHSOwSV8lQy3V6mjPpWPG4c8NNPQPny6hTHtCQ4WI0l+OYbYMAA4ORJ1WtAZE6F\nsxXGjq478Huz37Hm7BoUn1Eci04s4plUCcBgQGaV3jE9xtYdi+OfHUeeTHnQcGFD+Kzwwc0nN/Uu\nzaJuPL4BnxU+qLegHrKlz4YjvY9gUsNJSO+Y/o1tHRzUDIlHjwLvvQd8+CHQvDlw4YIOhVvRv/8C\nvXurtQ4cHNThlIkTARcXvSuj1MpOs0Mvz14I7RuKegXrofOqzmjwRwPOw/IODAZkESVylMDOrjvh\n39If2y5uQ5FpRTBi+wiERYbpXZpZPY1+iu92f4fiM4pjx6Ud8G/pjz3d96Dce+Xeed+SJdX8/0uX\nqhH5pUqpwwtPUtl4qWfPgLFjgSJF1JkGU6aoXpMKFfSujNKK9zK+hyVtl2C9z3pce3wNnrM80X1N\n91R3amOsMRHzsb9NctZsNvcFgCcACQkJMdta1aS/hxEPZfi24ZJ+XHrJ9kM2mbRvkkTEROhdVrKE\nR4fL5P2TxW2imziNdZKBGwfKw4iHSd7fs2civr4izs4ibm4i338v8vixGQvWQXS0yNy5Irlzizg5\niXz5pciDB3pXRWldtCFaZgTPELeJbpJ+XHoZsW2EhEWE6V1WshhiDbLoxCLxGOYhAASApyTnszg5\ndzb3hcEgdbvx+Ib0WddH7EfbS74p+eTnAz/L48iU9ekXHh0uvwb/Krkn5xb70fbSa00vuRJ2xWz7\nv3pV5LPPRBwdRbJnFxk/PuUFhGfPRH75RcTDQ73DdOggcvGi3lURvSosIkyGbxsuzuOcJfP3mWXY\nlmFy8/FNvctKlOeB4P1f3hf4QrzHeZslGGiSyIEYmqZ9BeDD/xqPdzMA2QE0FZGridi3J4CQkJAQ\neHp6JqouSjnO3T+HMbvGYOmppcjgmAG9vXpjQJUByJs5r96lxevao2uYeXgmZofMxoOIB/Ap4wPf\nWr4omt0yy/xduwZMmKCWUc2YEejTB/j0UzWroq168EBNTDR1qprpsWNH4Kuv1IBLIlt188lNTD04\nFTMPz0RUbBS6luuKodWGWuy1bQ5hkWHwP+aPGYdm4PyD82hStAm+rfUt7G/bw8vLCwC8RORIkhtI\nbJIA0CWB2zUHkP+l/xcBcP8d92GPQRpyNeyqDN0yVDJ/n1kcxjhIh2UdZMO5DRITG6N3aSIiEmuM\nlcBLgdLuz3ZiP9peMn+fWb7Y+IWcv3/eajVcuyYycKCIq6uIpok0biyyZo1IjG08RGIwiGzapHoF\n0qVTh0L69mUPAaU8DyMeyvd7vpdcP+YS+ELq+teVBccWyNOop3qXZnLoxiHpsbqHpB+XXhzGOEj7\nZe0l+Hqw6faQkBDdegy6ioh/ArZrAeCoiFzVNK0QgI0AioiI/Vvuwx6DNOhJ1BPMPToXs0Jm4cy9\nM8jhkgMdSnXAx2U/RpU8VaBZcQo8oxhx4NoB/HnqTywPXY6bT26iWPZiGFB5ALqU66LbssjPnqlB\nir/9pkbz58kDtG4NtGwJ1Khh3VUHjUa1cuSKFYC/P3D9uhpI2b070KULkDOn9WohMrdIQySWnlyK\n+cfnI/ByIDI6ZUT7ku3xcdmP4Z3fG072TlarRURw4vYJrDqzCitDV+LvO38jX+Z86OPVBz09e+K9\njO+9sv2RI0fM0mOQlGDQRUQWJGC7l4PBSQDzAPzIYEDxEREc/fcoFv+9GAEnA3DzyU3kzpQbdQvW\nRb2C9VC3YF3kd81v9navhF3B7iu7sefqHmw4vwE3ntxA7ky50a5kO7Qv1R5V81a1qSWRQ0KA+fPV\nCoTXrwNZswJNmwIffaQmTvLwMP90wvfvA1u3Aps2qcvt22oFSR8fFQgqVeIUxpT6XHp4CQuOL8D8\n4/NxOewyMjplRN2CddGocCN8WORDFMpayOxt3gu/h4PXD2LnpZ1YdWYVLoVdgms6VzQp1gQdSnVA\nk6JNYG8X98doSgsGHv9dfZHBgBIi1hiL3Vd2Y+OFjdh+aTuO3joKgaBw1sKo4F4BJdxKqEuOEiia\nrWiCFiR6FPkIFx5cMF1O3zuNPVf24NrjawCAUjlKoW7Bumhfqj2q5atmU2EgLiLAkSMqIKxaBZw6\npa7PmVOtO1ClClCiBJAvH5A/v7r+bR/eIkBYmPrQP3tWnUJ5/Lj6eemS2qZMGTXvQuPGQPXqam0D\notTOKEYc+/cYNl/YjE3/bML+a/thMBrwXsb3UDZXWZTLVQ5lc5VFmZxlkDtTbmRLny3eD+/nHkU+\nwpVHV3Al7AouPryIw7cO4+D1g7jwQE1o4p7RHc3fb45WxVuhTsE6CeqpSFHB4L//e4DBgJLofvh9\n7LqyC4GXA3HyzkmE3gvFv0//Nd3uZO+ELM5Z4JrOFVmcs8DBzgHhMeF4FvNM/Yx+hkdRj0zbZ0+f\nHUWzF0W1vNVQ06MmquevDjcXNz1+NbO5c0fND/D8cugQ8OjFr4x06QB3d7Xyo6OjmmTIwQGIjgbu\n3lWXmJgX22fPrmZmLFdO/axTB8hru+NDiazmcdRj7Ly0EyG3QnD89nGcuH0Cl8Mum27XoCFb+mzI\nkSEHMqfLDIPRgJjYGMQYYxATG4O74XfxOOqxaXsneyeUf688quapig/yfYCqeavCw9Uj0YdRU3Uw\nqFmzJlxdXV+5zcfHBz4+PomqlVK3hxEPEXovFBcfXkRYZBjCIsPwKPIRHkY+RKzEIoNjBmRwzAAX\nR0O+YFsAAApiSURBVBdkcMqAvJnzoki2IiictTCyps+qd/kWJ6IOAVy9qi7XrgE3bqgPf4PhxcXe\nXvUmPL/kyAEULqzGMfDwAFHCPIp8hNN3T+Pfp//iXvg93A2/i7vP7uJJ9BM42DnA0c4RTvZOcLR3\nRLb02eDh6oH8rvnhkcUD72V8L9E9lAEBAQgICHi1hkePsHv3biA1BgP2GBARESWOuXoMbPsgKhER\nEVmVJYNBXF0R7JgkIiKyYUkJBgn9cI9rO653SUREZMMcknCfTJqm7cS7p0R2AdDq+RUicgXA28/f\nICIiIl0lOhiIyHQA0y1QCxEREemMgw+JiIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiEwYCI\niIhMGAyIiIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiITBgM\niIiIyITBgIiIiEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiE\nwYCIiIhMGAyIiIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiI\nTBgMiIiIyITBgIiIiEwcEnsHTdO+AvAhAHnbZgCyA2gqIleTWBsRERFZWaKDAYBbIlLnXRtpmtb8\npX/3BuALwA3APgAdReR2EtomIiIiC0rKoQQtMdtpmlYdwGgAHwMo8F+bk5LQLhEREVlYUoLB2w4h\nvE4DUBRAHxHZKSI3AfgBqJCEdomIiMjCknIoITFEROa/dt37AM5buF0iIiJKAksHg1dompYNQB8A\nHd+23aBBg+Dq6vrKdT4+PvDx8bFgdURERClDQEAAAgICXrnu0aNHZtm3JpKYIwOApmldRGRBArZr\nAeDoy2claJoWACCDiDSP5z6eAEJCQkLg6emZqLqIiIjSsiNHjsDLywsAvETkSFL3Y7UeA03TugKo\nBaCstdokIiKixLFKMNA0rSKAqQCaicg9a7RJREREiWfJmQ8FADRNywFgLYCJAI5ompZB07QMFmyX\niIiIksji8xgA8AGQC8BYAI8BPPnvJxEREdmYpBxKyKRp2k68e0pkFwCtRGQagGlJKY6IiIisK9HB\nQESmA5hugVqIiIhIZ1xdkYiIiEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiITBgMiIiIyITBgIiI\niEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiEwYCIiIhMGAyI\niIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiITBgMiIiIyITB\ngIiIiEwYDIiIiMiEwYCIiIhMGAyIiIjIhMGAiIiITBgMiIiIyITBgIiIiEwYDIiIiMiEwYCIiIhM\nHBJ7B03TvgLwIQB522YAsgNoKiJX/7tfTgD/3979h9pd13Ecf76KdE22Fa5gBS1bYMpYuBujoD90\nEFG4SVjRTdI/WsMsqlka9MN+/pGQBTKowCSFvCOYZWWmSEUlinbvmNGWhC7FsgiVS1majnd/nLPD\n2ZZt95y+53vuOc/HX+d8+N7zfd0P557P+34+38/5rgd+V1X/HCCrJElq2JILA+CxqjrvRAcl2d73\n+GPA54A/AeuSbK+quwY4tyRJatAgSwlZynFJNgBXAmdV1UbgWuBLA5xXkiQ1bJDC4H8tIfw3pwI7\nq+ov3ecLdJYZJEnSmBlkKWFJquoAcAAgyWnAh4Cbmz6vJElaupHtSkjyNuDPwDrgy6M6ryRJOnmN\nzxj0uR04H9gNfAW44vkO3LVrF2vWrDmqbXZ2ltnZ2UYDSpK0HMzNzTE3N3dU2+Li4v/ltVO1tEsG\nklxcVTeexHEXAPuObFfsaz8X2FtVx11nkGQzMD8/P8/mzZuXlEuSpGm2sLDAzMwMwExVLQz6Oo0v\nJSR5d5LL+5qeBQ43fV5JkrR0TS4lHJmKeAC4LsmDwH7gKuB7DZ5XkiQNqPHvMaiq/cBO4OvAPHAI\n+MQA55UkSQ0bZMZgVZKfc+KvRF4JvAOgqvYAewY4lyRJGqElFwZVtZvOzgJJkjRhvLuiJEnqsTCQ\nJEk9FgY67ksy1Dz7fPTs89Gzz5cnCwP5x9sC+3z07PPRs8+XJwsDSZLUY2EgSZJ6LAwkSVLPKO+u\neDJWABw8eLDtHFNlcXGRhYWB77ehAdjno2efj559Plp9Y+eKYV5nyXdXbFKS9wLfbTuHJEnL2EVV\nddOgPzxuhcHpwFuBPwJPt5tGkqRlZQXwauD2qnp80BcZq8JAkiS1y4sPJUlSj4WBJEnqsTCQJEk9\nFgaSJKlnbAqDJBuT3Jvk8SRXt51nGiS5IMmDSZ5NspDkzLYzTZMktyW5uO0c0yLJ1UluaTvHNEiy\nI8kjSZ5K8rMkZ7SdaVIlWZvkoSSv6msbajwdi8IgySnAD4H7gDcAZye5pN1Uky3Ja4DrgSuBVwB/\nAK5rNdQUSXIRna25GoEkm4BLgY+0nWXSdT9bPgtsA84EHgK+02amSZVkLfAjYH1f29Dj6VgUBsDb\ngdXAx6vqEPBpYEe7kSbeWcAnq2pvVf0N+AZwTsuZpkKSlwJfBX7fdpZpkCTAt4CvVdXDbeeZAucA\nd1fV/qp6lM4/IBtazjSp5jj+SwGHHk/HpTDYBNxTVU8DVNX9wNntRppsVXVrVfXPELyOzqyBmncN\ncDNwT9tBpsQHgY3Aw0m2JXlR24Em3AFga5LXJ1kDXAbc0XKmSbWjqnYD6Wsbejwdl8JgNXDomLbn\num8qNaz7QXk5nVkDNSjJecBWOks4OcHhGlKS04DP05nOXg/sAn6d5NQ2c02yqjoI7AX2AU8AbwSu\naDXUhHqeGbChx9NxKQyeA545pu0ZYGULWabRF4F/AN9uO8gk6w5G3wQuraqn2s4zJS6k8zlyblV9\nAXgLsAp4X6upJliSLcD5wBbgJcAe4LZWQ02XocfTcSkMngBedkzbKuDfLWSZKkm20plqna2qw23n\nmXBXAfdW1U/bDjJFXklnWvVJgO57/H7gta2mmmzvAfZU1W+q6u9V9RlgQ/cCUDVv6PF0XG67fB/w\ngSNPultbTqHzC6oh3X6+Cbisqh5oO88UmAXWJnmy+3wl8K4kW6rqwy3mmmSPAi8+pm09cFcLWabF\nC4DTjzxJsprOe/2FrSWaLkOPp+NSGPwSWJXkkqq6AfgUcGd5h6fGJFkB/Bj4AXBLdy0Wp7gb9WaO\n/pu7Brgbt3I16Vbg2iQ7u48vpHNx1jtbTTXZfgXckGQf8Fc6g9RjdGZq1Lyhx9Oxubtikm10tl78\nCzhMZ03Q7VwNSbId+H5/E1DAGVX1SDuppkuS64FfVNWNbWeZZEneRKcI20RngPpoVf2k3VSTLcmR\nLXLrgN8C7+9eHa8GJDlM32f3sOPp2BQGAEleDszQtyYoSZKWZpjxdKwKA0mS1K5x2ZUgSZLGgIWB\nJEnqsTCQJEk9FgaSJKnHwkCSJPVYGEiSpB4LA0mS1GNhIEmSeiwMJElSz38AEV1T+X1cgbIAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9f8bb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,np.sin(x),label=\"sin(x)\")\n",
    "plt.plot(x,np.cos(x),label=\"cos(x)\")\n",
    "plt.axis(\"equal\") \n",
    "plt.legend() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x9fce128>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xci/kio4iraQk4MwZ3lmQyCk9Px0OigO0YRKO5UsiKwu4eVP+gqKm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\nTQoKIYQQQuSaFBRCCCGEyLX/D6BHxveJoMhNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9fcefd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,np.sin(x),label=\"sin(x)\")\n",
    "plt.plot(x,np.cos(x),label=\"cos(x)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.7 多图显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Sl3RfJJnPukTS9BPxg8B4+NfCntRt05hrcSC2XnAhkEbEJMkwtQ8A3wE+DNwd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\nHIjNzDrMgdjMrMMciM3MOuz/BxYYjjb0uw8OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9fc8cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,3,5)\n",
    "plt.scatter(women[\"height\"], women[\"weight\"])\n",
    "plt.subplot(2,3,1)\n",
    "plt.scatter(women[\"height\"], women[\"weight\"])\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.8 图的保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HHeE738klhw8/nG8juA6BJKmWKi1XnJlSWhoRl6w9kFK6acA1bySPGgBMBean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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x81364e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "women = pd.read_csv('women.csv')\n",
    "plt.plot(women.height, women.weight)\n",
    "plt.savefig(\"sagefig.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.9 散点图的画法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\fixes.py:313: FutureWarning: numpy not_equal will not check object identity in the future. The comparison did not return the same result as suggested by the identity (`is`)) and will change.\n",
      "  _nan_object_mask = _nan_object_array != _nan_object_array\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x884e208>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+6NGjhzTys7td8lv6Bj+Ds2CH390Akh/k2QxkX8d+o1cgHZSSD0GWgBTH+0xB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x83c9c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets.samples_generator import make_blobs \n",
    "X,y=make_blobs(n_samples=300,centers=4,random_state=0, cluster_std=1.0)       \n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=50,cmap=\"rainbow\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.10 Pandas可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2NrZpa2pqoqGhocvnZhX+jUB9RGwvPR4BfBB4EajZs1NEjCs93pZRXUmS1ENZ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\nkiTlzP8HvR71giofKuoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8cf35c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "women = pd.read_csv('women.csv',index_col =0)  \n",
    "women.plot(kind=\"bar\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UlBLQTVtbG+3t7Wl3RpLqJslFhw4DPgacnVSbkiSp/hJLBqrrCRxZW60+Kr99SY3IFTIl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\nJOWcyYAkSTlnMiBJUs79/9FGhczQ0THaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb329c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "women.plot(kind=\"barh\") \n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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toW3hL0mSDgyj78E+kiRpQKMq/CNidkScEhFj21DrsIiY1Oo6+9GPjoh4cUQc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb652208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "women.plot(kind=\"bar\",x=\"height\",y=\"weight\",color=\"g\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uRkREIkmFwohz7qCzpRZMZLa5whVJhQRhzAjArl1Qv76/tYiISGSp0ABWM7vA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\n7y04541zmL5yOvvz9UwEiW1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3eBytkmOoW04i0tFNj2bOpXNYt3MdAyYMUCCJUgojEWz1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\nY8RxHMdxnFr5H2RyAoX30739AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb455208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "women.plot(kind=\"kde\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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toW3hL0mSDgyj78E+kiRpQKMq/CNidkScEhFj21DrsIiY1Oo6+9GPjoh4cUQc\nEREx3P0ZThExtc31JkfEoe2s2af+pyPihW2ueWhEHB8RA95ApAV1XxAR8yPiuoj444g4poW13lO/\nKumAUbV1m+u1/9Sq9dqIDP+ImBYR342IRyPi5voXZBXwz8C/Ao9ExOwW1T4iIu4GNgFPRMTKiHhn\nO7+gEXFhRNwTEZuAHwP/F/gJ8FRE3B4RJ7arL+0SETPqn/mpiPhBRFzcuCKMiEPY806SZdV+c0Ss\ni4itEfF39dD/CsW9trZExNcj4ogW1X7P3n6A9wLvrf/eito/rv9diYiXRsQK4AngYeDJiPh8RExo\nRe0+/TiY4qqhD1Fcv/xO4McRMa9FJb8ArIyIzw3DBmVl122u19q7XhuR4Q/8LcXNEd8GjKP4knwj\nM48AjqK4QdDftqj2TRQ3X5xF8YyCfwa+BPyoflVDS0XxSOS3AP89M4/IzKMyc2pmHl7v0+PAdyLi\n8BbUnro/P2XXrasBvwDOB/4a+DBwb0TMaOxi2UUj4jCKMLgGeA2QwBrgSOA4ijDaCHym7Np13fX6\n/wM4Aziz4edg4NX19lb4bWDXiuhvgB3ANGACcDbF3+PaVhSur+yPrb88F3gaeHlmviMzXw38KXBj\nK2rXdQIbgFUR8bWIOLcde91UdN3meq296zUAMnPE/VCsCF5S/72D4vLBSQ3Tu4FtLaq9eVfthrZ/\nBT4L/Ar4DtDZws++CZi2j3n+AzivBbXX1v/WO4Hn9/Kzs0Wf+zngyIbXBwN/TrEn+k7gkFbUBk4F\nftin7kbglIa2lwBPtPDf/F3AYxQbGIc0tG8Bpraw7u7/V8AzwHF9pp8N/EeLai8CtgIfozjC8bE+\n048BnmpR7eeByfXfXwD8IUUIb6TYEHsvcEKLaldy3eZ6bffrtqzXMnPE7vlvAnYdZn0ZxZZR45bS\nURQry1b4OXDCrhf1Q2LjgU/V+7KCfdxWcYj+Hfhw7OWcaxQ3U5oA3N+C2qcCq4APZOaYvfy0au9o\nA/C7u15k5nOZ+afA7wM3ANe3qO7DwNSIOHlXXeCszPxBwzznAo+2qD6ZeSvFntgE4N8i4txW1eoj\ngNMjYiLF977vqY0dtOgW4Zl5BfA7FH/b/wX8fp+9vv/G3h99MuTyDf14NjP/LjNPA+ZSfB/+EPhh\ni2ofaOu2CbRn3eZ6jbau10bsnv98YD3wZYrDQZ+lWPl+Cvh74ClgYYtq/yHFobEbgcsptobv7jPP\nYS387LPFiUCJAAAF4klEQVQotlQ3Al+nWDEuBm6hOFz4K+CCFtafAnwTOLbN/+ZvpFgxzu9n2suA\nf6N1W+dvrX/PuvuZ9hcUW+mva9Pf4UyKAPpi/XvYyj3/m4Dv1T/fr4FVDdPeQbHC/rMWf94ALq3/\n/Z8C7mro06tbVHP3nv8A84xvUe3+1m0/q6/bbhmGddt3+8zTknUbxfNfBlqv/bKC67VprVyvjdjr\n/CNiOnAK8GBmromI3wE+SPHl+afM/GoLa78e+AOKL8z9FOdDJwA/y8yWP4woIsYB84DZFI9Mfh/F\nIcIPAl/NzJ+3ug/1fryA4u/w2xR7DS2tXf83Pykz7+ivNtCVmctaVHsyRSA82qf208DNbf6bX0yx\nYvgA8NLM/EWLa44FXk5x9GEixee+CLgsi6MSLRfFVRULgKuATwJfyMyftajWhcCtmbmj/rrvd21p\nK//mjes2isFefwy8mOLf+z2t/Jv3Wbc9SLEzMYUW//+uD1r9PsV37BUU67UdFKci7qXYwdrZwtp3\nZ+ZPW7H8/ah9D8V67c5+po8Hzm7Fem1Ehn9E/JjinOvTEfESivD9rxSDk56nOC/3x5n5mxbXfmm9\n9uvrtXdSbKm2pHY/fTkY+BeKpySuBo6l2CB4a39fJGuPmtqHAg8MU+3h+tz31Gv7uUfh546I5ynO\n6f8fiqNJG8qusZ+1r23VRuV+1G7r527b4Y2SD5U0DshZASwHXkoxOOdM4CHghjbUvhNY1q7a9Zq3\nUz80BVwAfBsY2zD9MuARa1vb2tYeQbWfpxjEeSXFIf6vAec01m/Vz15qnzvaa4/UAX+NhyteC3ww\nM3+WxeCcf6b4kv5BG2qfASxoY20oNi5WR8THKAYGfTd7Hw5bSnGI0NrWtra1R0ptgCcz888ojjIs\nAz4B/CoivhAR742IEwZ+e2m1bwc+Puprt3rrooVbS+dQnH98BDi1z/SzgC2jrXZDjdkU58eepBh1\nfHjDtIuBf7W2ta1t7ZFSm+KU6R6DLCnGWfwp8F3gN9YusXarvkSt/GHgUcjdFKOQrx1ttfv0Y2+j\noLfQolHQ1ra2ta3doprDeYVFJWuPyAF/uzSOQs7M2+ptf0FxU5aWjkIeztp9+nEI8GaK80aPAndk\n5mZrW9va1h4ptfteYdFOla09ksNfkiQ1b6QO+JMkSYNk+EuSVDGGvyRJFWP4S5JUMYa/NMpFxGsj\nYt0Q3ru2ifk/FhE3D6aWpPYx/KVqGOxlPfdQ3PilNBHxfERMLXOZkprTkmdxSxodMvN5ihu9lLrY\nkpcnqUnu+UsVEREXRMRPI2JTRPz3eturImJlRDwREf87Iib1eU+/pwwi4qyIWBsRP4+Iv4iI9RFx\n/n9Ojo9GxJb6PK+uN66pP8UM4KcRsTMi3tbKzyypf4a/VA1TgI8A5wFXA4sj4iiKJ1PeQXG3ysnA\n9f28t7899b8HPgq8i+JWsGcB36lPmwdMA15JcVvYP6+3zwEOp7h97Mvrvy8d2seSNBiGv1QNhwDv\nz8w1wN9QPIL6HGB7Zv7PLJ5hfgPwxn0tKCKOpHi625cz8zsUz7iYkpm7Tg88B1ycmespNhJeCpCZ\nT2fm1vo8T2bmr7P3U+MktYnn/KVq2JKZ/waQmc9FBMBRwIsiYjPF3vgY4JCIGJeZ2wdY1iaKh7z8\nl4j4OcURg580TF/ZcK/y7fVlSzqAGP5SNfy6n7aDgPuAt1EEdAAdFHvuAzkI+H8UpwsOAq7IzE37\nqNUocYNAGlYe9peq6w5gKjAX2EaxEfCP7DuYzwQOoziHf2xm3tRk3Z8A8yLi6Ij4nSbfK6kEhr9U\nTQk8AbwBuBz4d4rHt15Qv7xvIN8DXgT8C/CL+pUCC5uofWm95lrg4mY7LmnofKSvpKZExCconvG+\nkOIUweuAz2TmkcPaMUn7zXP+kpp1O/Bp4BHgYOBhir15SSOEe/6SJFWM5/wlSaoYw1+SpIox/CVJ\nqhjDX5KkijH8JUmqGMNfkqSKMfwlSaoYw1+SpIox/CVJqpj/DyCagTMFx0AxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb950438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "women.plot(kind=\"bar\",x=\"height\",y=\"weight\",color=\"g\") \n",
    "plt.legend(loc=\"best\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.11 Seaborn可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "plt.style.use(\"classic\")\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rng= np.random.RandomState(0)\n",
    "x=np.linspace(0,10,500) \n",
    "y=np.cumsum(rng.randn(500,6),0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xcc20470>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZkMA6kwmAaxITeTUjg/9UV/N9czOPeseBSKDc6eT92lpOj4wkKTQ0IHErgaUS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\nD3MsyvzI5pZxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcb6e438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.legend(\"abcded\",ncol=2,loc=\"upper left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xcc17d68>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YlEEsSkNnUME+4EfQz9cgKi4ngmK2kVZBcfr06Qmdt3XrVmzdujWdphAIhDmC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JhnM/HVFXUY3yHBRBJ5CeG7XBmKoWAYi0aN7iTpdgnH4nT7gtSYDZMGsicDTo5v/SigMpsxzJMn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Wd3OIiIh+w/4YlYEFqkD815I/wG+er1P71v10l8y/DHdh94kKvPaX/4HZYnbqGL+EgYKIiMhN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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcc17860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set()\n",
    "plt.plot(x,y)\n",
    "plt.legend(\"abcdef\",ncol=2,loc=\"upper left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb45c320>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z9HMHj17Gax/UAAC+/3gOIsJGX08kigIiIkLR3d2v6ikC5vmF18vrcO5KB0xh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb43ce48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(women.height, shade=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb449fd0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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absIvybhud6Gk0DrOM+/OM2xEamoS0tKS1Ahz0qLh8xkp8ZTrZIVUWBgMBpSU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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb3f6ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(women.height)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0xb6aaef0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VF1B3oQXmbm8GJBKaJM6oa2trsW3bNjzyyCNYvHgxysvLUVBQgKCgIIeNU9ra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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb6aacf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(women)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0xce0a470>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WfUsCkxBCiAGro8ndkWiUNzaW8eGO2JIBep3CVRcMZfro7pcMCPq8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xce0a6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(women.height,women.weight,kind=\"reg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": 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2SigU4rHHHuOtt96isrISn8+H3+/H6XSGve7o0aPDvj7nnHN45plnmDNnDjNm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\nw8h2nwChkwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfe8f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    sns.jointplot(women.height,women.weight,kind=\"reg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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60II+tKEXLeiDeUG/SDN//nxt375du3bt0pEjR7Ry5Uo1NjYqKytLkrR+/XotX77cXz93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\nImwAAACj/h8O+hxYBRUX4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd10a1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x in [\"height\",\"weight\"]:\n",
    "    plt.hist(women[x],normed=True,alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 40.12 数据可视化实战"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （1）数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\Administrator\\\\Desktop'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "salaries = pd.read_csv('salaries.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>discipline</th>\n",
       "      <th>yrs.since.phd</th>\n",
       "      <th>yrs.service</th>\n",
       "      <th>sex</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Prof</td>\n",
       "      <td>B</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>Male</td>\n",
       "      <td>139750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Prof</td>\n",
       "      <td>B</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>Male</td>\n",
       "      <td>173200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AsstProf</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Male</td>\n",
       "      <td>79750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Prof</td>\n",
       "      <td>B</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>Male</td>\n",
       "      <td>115000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Prof</td>\n",
       "      <td>B</td>\n",
       "      <td>40</td>\n",
       "      <td>41</td>\n",
       "      <td>Male</td>\n",
       "      <td>141500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>AssocProf</td>\n",
       "      <td>B</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>Male</td>\n",
       "      <td>97000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank discipline  yrs.since.phd  yrs.service   sex  salary\n",
       "1       Prof          B             19           18  Male  139750\n",
       "2       Prof          B             20           16  Male  173200\n",
       "3   AsstProf          B              4            3  Male   79750\n",
       "4       Prof          B             45           39  Male  115000\n",
       "5       Prof          B             40           41  Male  141500\n",
       "6  AssocProf          B              6            6  Male   97000"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "salaries.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）导入Python包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （3）可视化绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\Anaconda3\\lib\\site-packages\\seaborn\\categorical.py:462: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
      "  box_data = remove_na(group_data)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd770b38>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mlnYnfRs5bTt9faWlW2hMrEz7T8+F/dItOdmrOulxPRJwhBDinHHW\nn/iJRIL/+Z//Yd26dTz66KOUlZXxjW98A9M0ue6663jssccGsp5ilNOabgN+U8cyA4SdzJGPo1Lz\nsGxtYDnpqed9vab3asa652EhhBB5rd+zqLZt28Z//dd/8b//+7/EYjE+/elP8x//8R8sWLAgs9R+\nXV0dDz/8MMuWLRvwCovRyUlN4zawMzOr0tHEptvO35kxNd25rTLdR9ykJ53nLht4qgSTXeVYCCHE\nuaHfAef6669n5syZ3HzzzXzxi1+kuLj37sxTp07lyiuvHJAKivzQcy5V7uo33buWuv+Z+5rM8n5K\no7TqVkr3GIvT8/UaI2ddYyGEEPmu3wHnO9/5Dtdffz2lpafeyXrBggUsWLDgb6qYyC8GmqRWmRlO\nru7Bpq9Q0z0AdQszOv2o+7adukd8yb2egYOp7AG6GyGEECNdv8fg/PKXv6S5uXkw6iLy2Km7h3JX\nvem+NnH3Mumhwrm7TqW7rbKvVTmvd495sPAbSQwlLThCCHGu6HfAOf/88/nggw8Goy4ij+nUGsNu\n+03uRgvp/aNUj4Ciun15sUnvEp4ew5O72UPPVY/dIckGNj4lm2wKIcS5pt9dVHV1dXzve9/jscce\n4/zzz8fv9+ecv+uuuwasciJ/KLQ7dgZA26lF97L52kkNQXalt9xMdS3huAGlx1So7NYM6b2oNBoH\nlbqOkVprx8KD0knZj0oIIc4h/Q44Bw8e5JJLLgGgqalpwCsk8pNSoLSDrT3pocL0HmQM3bumMi04\nqtvmmz12Je/+Z/d2oewQ5Oy6OwYyBkcIIc4V/Q44//mf/zkY9RB5ztEqtW4NmU4qt8Wlr8HFkA0t\nbkuMR9koDBxt9ujgypbvLh1rMs+1knVwhBBDwonHie7ZTfL4cfCY+CdMJHjBVJQhi40OpbPaTdyy\nLFpaWrBt9zdirTWJRIKdO3fypS99aUArKPKDndr521AarZ1u2yz0tRpx7jMHExswlbsrlaPT43A+\nfmlATXaTTmU4H1NSCCEGhrYs2jdvwg6HM8eiu97H7uig6NJ5w1izc0+/A85rr73GrbfeSmtra69z\ngUBAAo7oU3pqeDpwZNetOVWzSna+FLirFxvYKO2Q7bDqfp2+3tPIdFcpraUFRwjRSzQapaHh2IBd\nTx8/jj70Ue8TJ1s54fehQgWZQ/F4DAC/PzBg798f48bVEAqFhuW9h0K/A84DDzzAzJkzueGGG7j5\n5pu57777OHbsGD/5yU9kgLE4JYW7s3fuBpkfnzhMnMzAYEcr4vgz86pydxI/5Tum3k1j48HQMptK\nCJEVjUa55ZaVRKPRAbvmZBTjVd9dUbtf/RPNI2jB0VAoxL33/iRvQ06/A86+ffu48847qaurY8aM\nGYRCIW644QZCoRA///nP+fSnPz0Y9RSjnKlsbO3N2Vbz4/+Za2xA6fSGmZC7qsHHbe3gHvekZ19B\nj2AkhBCDI/Yx57rk82dI9TvgmKZJUVERAJMmTeKDDz7giiuuYP78+dxzzz0DXkHRNzvePtxV6BcN\nYBSDEci24Cgvp9oxnNS0cUvbGDipAcrJPq5sAE5qI89uAUg7WDju9PDUgn+23YnGGtgbG0Sj7e9Y\niNEm3YIxoF1UloV+axsk4rknSsu48qLZmadHjx7miSd+BsA3vvFNxo+fOGB1OFPSRdXD1KlT+dOf\n/sQNN9zAlClTeOutt/jnf/5njh8/Phj1E93EYtnfDeINW4exJmcpOBZC40GZoG0IVEKgCgwfaId0\ntxJau4FFa7A6cbqOQ6AalAF2j9+PjCBggbco1SyUfq2N1jbasXGSnRBrwmp5i9O1G41U3f/uhRAD\nJxQKUVt7wYBe0x4/gc733iXZeAIMA/+EiYRmzsLwevssP378xAGvgziLgLN8+XJWrlyJ1+vlC1/4\nAg8//DDLly9nz549zJ8/fzDqKPJFvAWCY8iEDCsGdhww3eeKVNDBDSpO0g00ygQrAr6y3OsZftBx\n9xpmAEwj9xrKBOWA4SG735UQQgwus7CQ4svno1OzKpQM/hsW/Q44n/70p3nmmWcwTZNx48bx2GOP\n8fjjj/OpT32KlStXDkYdRUogkB1p7x93Gaa/ZBhrc3YcTGwjiKO8aOUFHBzsbHdV98F5ykCZHpS/\nCIWNxgueksx6OmCgdBxHladel+76gkyYUQrDAMM3GW9RZc7aOCOdHW/PtNR1/7sXQowO/Qk2VkcH\n8Y8+xInF8JSX4z9v0ilbfMSZOat1cGbNmpV5fNlll3HZZZcNWIXEmTH9JZjBiuGuRr+ZgBdIOia2\nNlHKRGtIppb0y6FSa+dk9p5yctbOcbfYLOBUCwWCRilP6l01hseDrLMlhBhKWmus1lZ0MoGnvALD\n5+tdpqWF9vffQzvuL2DxY0eJf/QhxYuW9FlenJkzCji33XbbGV9QpoqLj6OzDSs5scTI7BWe3V4h\nXUJnFvUzMwFHZVbC+fjfkLqvepzEi1dbsqu4EGJI2JEI4a1vYKUW/VOmSWjmLIJTanPK6QP70cFg\nzjErHCZ28ACh6XVDVt98c0YB58iRI4NdD5HnbK267UPlLrzn/q7iPs+ujaN7/KlS3VPpLqieE717\nThPvHV50qmNKaYWNiaFGz0wqIcToFd62NRNuALRt07nzHTylpZljAYBYF/QIOADJpiaQgHPWzijg\nyP5T4m/haEXS8XRriVE5i/3lttxAzx3D+16tWHV7Re9Q1DP4uCHHwNYa6dUWQgw2q70Nq73vpR7i\nhw9DYaFbDjjVCqTKJ59WfwvZi0oMOksbOHTfJDO92J+Dwt1E89SbbrpdVConxKRf7z5WqVeTWcrP\noXdLT/p9ZTaDEGLwacv+mHPZNb0sQFVUgt27fOC88wehZucO2YtKDDpHGzmtMNngYfT4s6ds+4zq\nFmHcP3XqlW5Hl5latVhrjY3RbaZVD5JvhBBDwFNaiuH348Tjvc75xoyF7scvmIqvvY1Eaj05w+sl\nOG06vrFjh6q6eanfc0rSe1Ft2LCBQCDAT3/6U37wgx9QWFjIj3/848GooxjtTtH8qsluiHmKF2ZK\n5l5Bdyvh4COO17AwtJXp/jrVNZV2MgOdhRBisCjTpOCiOageUzd9Y8bgqxmfW9brpfjyKyj79Gco\nWbSE0qs/S/CCqUNZ3bwke1GJQWfgYNNtnZo+nfqc2x7jdmW5XVDZDwyNwlYeTMfCwoeD0ec+V+nY\n417JxMOpm4+FEKI/nGSC6Pvvkzh6BO04+MbVEJw6DSfaiaesDCsSwVtejn/CefjGju0VetLMggLM\ngoI+z4n+63cLTl97UQHMnz+f/fv3D2ztRF4wlePuDJ6zyJ46xePeVGavqWxZTfcByAoLL063H+ds\nG47qdczWhrTiCCEGTPiNLcQ+PIiTTKJtm9iHB2n8z18QeXcnyZYWdDxOsqkJIxA4ZbgRA6/f3+n0\nXlRAZi8qQPaiEqdkKgePYWMod9NLSIeNM9s+QWOAznZpOZn2GLc1x9Yq1ULUt/ScLY2RCUR9z8wS\nQoj+STY3kewxJjXZ0ozVGcGORDLHtGURff/doa7eOU32ohJDwqNstKPR6X2nMj4uaGTDj5Oa5p2O\nR9kSGhszM6Mqe7R7y033K6rU1aQJRwjxt+seYtKczigAuseO4smWFrRloTxnNYFZ9FO/W3DSe1HN\nnTuXcePG8fOf/xyAT37yk9TX1w94BUV+0Bps5UmtXkOPoPJxYSPd+tK9fHfdByLrXm1Cfe09ZSjn\nVOOehRCiX8zi4j4Ouv+1Kr8/57DyeEjvF6MdR9bkGmT9DjgdHR38+te/RimFbds88sgjvPrqq2zZ\nsoVwtxUbhejOxkwlj55tK32FnHRM6T7epnubS1+BKDuRPLtOTvr9st1iprJlgLEQYsB4yyvwVVXn\nHEtPETcLi3KO+yeeB0oR3b0L/Zc3uFyZXIqBPiFDPAZDvwPOXXfdxRtvvIHH4+EPf/gDb731Fj/+\n8Y+ZPHky995772DUUYxyWoPlmKn1abLL8p1a9+CjMjOwTjcHKz26xl1W0Mos+AdgYONRFj6VlNYb\nIcSAKrrscgKTp+B0dWG1ncQ/YSLFS/4OI9UVpZTCP34CBTNn0fXBHqJ7dkNqsb+AUugP9pA43jCc\nt5CX+t0R+Morr/DII49QW1vLz372MxYuXMgXv/hFpk+fznXXXTcYdRSjXDK1B5XTI7jkbrHw8Vnb\nOeX5nqveGKluKSM1Ydy9uomDV1kSboQQA86JxUg0HMMIBjGCQexwGKUUJVdehU7EMYIhzFAIrTWx\nAwf6vEbswAF8Y8cNcc3zW78DTjQaZdw49y9h8+bNfPOb3wTcVYztPpaaFuc2R6fXrcndIdx1urSR\nDi49w03u3lM9u6+cXu8DKCXhRggxKCLb3yb24UHs1DANs6gIbdvEP/qQggsvyha0bZxE75WNAexo\n9LTv48S66Nq3j2RLM4bPj3/S+fhragbkHvJRvwNObW0tL7/8MuPGjaOpqYklS5YA8Jvf/Iba2trT\nvFqca7qvOZw90jNpnMm5U1+55zWyCwFm18JxUmvfSMgRQgyUZGsrnbve5+T/9wLasTECQYxAAKu9\nHScWwywqygk4yuPBU1SUs8N4mqcsu8O4E4uBaWJ4s8OQnXic9k2v5gShROMJnAsvIlh7wSDd4ejW\n74CzcuVKVqxYQTKZ5Atf+ALnn38+d911Fxs3buSRRx4ZjDqKUczoMWC4f6sZn24KeV/X7Pk4PepH\nScARQgwYq72NjtdfI9nWhk4m3X3wIhHQGiMYxInHcTo7s+Xb2og3HEMbBnZ7O9rpNsPT9BCcOt0N\nTDvfwWo7iTIMfGPH4aupIX7sGPGPPsRqO4mntAzVLfh07dlNYNL5MvW8D/3+jlx55ZW88sornDhx\ngrq6OgA+//nP87WvfU1acIaQHW8b7iqcMaUCaCMIKgiq+zo4uSvU9H58qt2/FWgHclY47t6N1W2y\nuHYAG42DbbWewQDnkWM0/R0Lca7p2rcPbdvoZBLl96FjbteT09WFEQiAUnhKSnASCTreeJ3OnTux\nOyPup1owCIkElta0oFFz54Jj0/anP7rd6R4PdizGyVf+hNXUjPJ50YkkKhDAbG8nMOn8TOuOk0xi\nRyJ4Sks/prbnprOKfGVlZZSVlWWez549e8AqJM5MvOHN4a5C//jKoOwiKDwPMN21INJNKloDdup5\nOgDpHmGou1RIsRO4IccA5SWnq0unxoM5CbTViY41E2t+k95dW0II0X92uAMAw+/HCBWgbcdtyXEc\n0BpPcQmBC6bR/P/+js4d27EiYZRpYhYXu8udBoPEgX1oOHKE5m3bSDQ1opTCKCom2dRIsvEE2rIw\nAkHQDjoSwe50FxYMTp6CMk2UYbiBSvQibVpiaCTaIHoUvEXgKXBbczKDj+n22EjllJ5dWz04tntO\nmW64UakWHG27j7W7sQNau1+dR5BwI8TIE4vFOHr0yHBXo990Zyf6ZCs6vbGdz+f+4qYUdnk5qqKC\nyJt/gTe3QlcXOG5rjxOPkyyKEfMHKFCKqVrRsfcDnKTllkPDsWOQTEAiAbiDi9EaHI12bGJHjxCL\ndUH1WIzx42kbhd8/gPHjJxAYxHCmtJZtB4dDU1P/F0UcrR8EJyMW7x7q5KPGGI7jkLShK+kQjdlY\nqYYWQ4Hd7Sex1/J/OhV4lDv52zTAa7qvsVNbXGncBiFDgWkqigImRUGToqCHGRND1I4NDtEdD7zB\n/iAQYrjs37+PdetuH+5q9FshMBsDQ7lrdJUAIRStWrMfhxNorsTgfGXiJbcT3UJzHDiOzrRkFwAV\nKLxAEQoP2RaI9K96dupxHE0bcEw7bMLpY7320WH16npqz3KAdFVV0WnLjIgWnG3btvHYY4/x3nvv\n0dTUxCOPPMKnPvWpnDIPPfQQzzzzDOFwmE984hOsXbuWSZMmZc4nEgnuuusuXnjhBRKJBIsXL2bN\nmjVUVFRkyrS3t1NfX8/LL7+MYRh85jOfYfXq1YRCoUyZhoYG1qxZw9atWykoKODLX/4y3/ve9zC6\n7QC7e/du/v3f/52dO3dSUVHBddddx7JlywbxO+QKBAJn/cMwXJKWze43D2P6wB9wn4fDCbQ28HnA\n0bb777tbwlHkDgbWqRWQM89TX6bpwW8aWKnBeo6jiSdtvB6TqtIgU2qKKQr5ADD8XmprJw7JPQsh\n8l8EeA+H87RBEdAAHMOhIfVZVQz4lZHaJDg34BgoLBwiWlOA+5nXCRQBQbKfdk6mfJYFhNFEIHNt\n0bcREXCi0SgzZszg2muvZcWKFb3OP/roo2zcuJF77rmH8ePH8+CDD3LjjTfywgsv4PO5/4GtW7eO\nTZs28fDDD1NYWEh9fT0rVqzgySefzFxn1apVtLS08MQTT5BMJrntttu4/fbbue+++wBwHIfly5dT\nXV3N008/TWNjI7fccgter5fvfve7AEQiEZYtW8bChQupr69nz549/OAHP6CkpISvfvWrQ/DdGl0a\nWqIkLQfTMLBsh6a2GFYqyJhGapVhQ+ExDfxeRVfCcuc+afe43b1Zp1t3leNANG7h8xj4vCZJy8F2\n3JWLk7amqa2L6rJgJuCYZr8X7RZCDLG/CxVSbp5q7N3IN6nbY79tMyaexNQ6tRZ7bnCp9HjB46HC\nsgmmfkmzlcKjNV7HLWmkvrpPpTCAcmVSrhRaKWp8XhLG6Pl8a7VtXo723qB0MIyIgLNkyZLMejp9\n9Zj98pe/5KabbuKqq64C4N5772XBggX88Y9/ZOnSpUQiEX7729+yfv16LrvsMgDuvPNOli5dyjvv\nvMPs2bPZv38/r732Gr/73e+YOXMmAD/84Q/51re+xa233kpVVRWbNm3iwIED/OIXv6C8vJzp06dz\n8803c//997NixQo8Hg+///3vSSaTrFu3Do/HQ21tLbt27eLxxx+XgNOHdJgJ+k264nbmObgBRilF\nwG/iMw2KQ16aO6ArbgFui4xSoDQ46Z+LVHNwemxyLOmQsJxUIEoVSX0cHGmKMK6iAICJ1YVDc8NC\niLNWbpqM8Yz+LSiV4+CzHAzTwLAdlNa9dt4LerxMth1Mx0Hp7HGtDDBT/xdqJzshNH1tpfClfjl0\nDIMxGhKmR9bA6MOIj32HDx+mubmZ+fPnZ44VFhYyZ84ctm/fDsDOnTuxbZsrrrgiU2bKlCnU1NTw\n9ttvA7B9+3ZKSkoy4QZgwYIFKKXYsWMHADt27GDatGmUl5dnyixatIhwOMy+ffsyZebNm4en25oD\nixYt4uDBg7LZaB/GlAdRSpFIOoT8ZqbVBtyxMl7TIJFwsBwwUiGnIOClMOSlMOilMOgh5Fegk4Dt\n/pY7wcUAACAASURBVBtW7j/yNCc1/sZx3MeGAp/3/2/vzsPjrOv9/z8/933Pmsm+NE2TrrQkpU1X\nllYKxyryBfRY0KOCBw6IcESBg1+4FASlLGqty5FNRUEBL3ABfj2eo/UrHEGFtipYKGUtUGigTdss\nTSaZ9V4+vz/uySRp0lJK0yTT9+O6uEjvueeee9K7M6/7s71NMrZHMuMwZUIx0+uGqfgrhBCHmPI8\nLNsBrfFME88YHDz6xtOEMhlM1wWl0H3pR2s8BZlAAGUYYBi4poltKNxci00+JCkDTxl+eJKhtMMa\nEy04+9Pe3o5SiqqqqkHbKysraW9vB6Cjo4NAIEAsFtvnPu3t7YOCC4BpmpSWlg7aZ+CYHSD/um1t\nbTQ2NtLe3k59ff0+9ykufueBT+C3XhhG4Sfu0liIY6ZVsHHLbizLpCwWJJlxMJRfXiGkFFnbDy7x\nhE19VRFWIENRKEA8mcUyFZ6dobfXy00tJ38btPc/adPwu70CAZOKkhAKxcnzJjFl4oH9nQghDj/L\nKpDPQa0J2DaG52G4HobWfrgZJnso/JZprT206c+80vkH/JZt1zTwkw+gTAzXyy8O6JomugBabCxL\nYVkj184y5gNOoaqoKBrUClHIlpQXMXNqBb/+31fpTWXpSWZpbU/ieh4Z20UDjuuhUHSnbGKRIMdM\nr2RnR4I98QzJpAtuClQUv3ve/7319Wn3fYYoQ2GYfkkGyzSZWldCc+OEIyJIitGXyCZp7dmNoQwm\nldQSsoKjfUrjQnHx+J3dOJDlOBhef5cSWmO4um+WhL9pwP6KYbOPv5+h8DD84+V4hsLQfrfUwHDj\nGQZ6HI3BGai4OEJ5edGIHX/MB5yqqiq01rS3tw9qxeno6KCpqSm/j23b9Pb2DmrF6ejoyD+nqqqK\nzs7OQcd2XZfu7u5B+2zevHnQPn2tO9XV1fl9Ojo69rvPgejsTBxRX7wmcMqiSWx4YSclkQDx3gy7\n92SxbQ9D+V1LadchkVQoNM+8vJvayggKjet6/vo2ThIzHEUZBp7n4eWmhBu5QpqeBtfTmIb/oTJ3\negVdXYkjJkiK0fN615u82LEl/2VmGiYLJzRTW1Qzymc29vX0pEb7FN47rTFdP9yYrovSuZK/Wufz\nTT7M5JLNPsON8rulPMMgmLX7n6kUjmkNWhpMKwM7MH7HLPX0pNizJ/HOOw7jQILRmA84DQ0NVFVV\n8de//jVfGqK3t5dNmzZxzjnnADBnzhxM02TDhg2ccsopAGzdupUdO3awYMECAObPn088HufFF1/M\nj8PZsGEDWmvmzZuX3+fOO++ks7Mz3521bt06iouL82Uo5s+fz/e//31c18XMjfZft24d06ZNO+Du\nKfAH0HrekdVvWhYL8YGF9Wzb1cPWHd3+v9MBLbiO69GVyFIcDQCaju4MsUgAVWSBmwQnxTGzJ9PW\nC3t6MsSiBomUg2UaBAMGrut/mJTGgkyfVMqrLV3s7kiyZE4t4eCYv9TFAMlkktbWHYfltbTWg0Jw\nJpMGIBQ6sHWHkm6KZ3teGLL90fbHWVTSjLnPFbmHN3Fi3aClKwqd44z/z0HleRiui+G6qAHpxcvN\nktD4N27942f8cTeuYWLovkHGGtcwyYaCuXE5ikwo6Aem3EBkzzRwTQND+71X47Xlpo/jaBxn5Ca6\nj4lP/WQySUtLS34G1VtvvcXLL79MaWkpEydO5N/+7d/44Q9/yOTJk5k0aRK33HILtbW1+bVyYrEY\nH//4x/nmN79JSUkJRUVF3HzzzSxcuDBfRmLGjBmceOKJXHfddaxcuRLbtrnppps444wz8i0vJ554\nIjNmzOBLX/oSV111FW1tbdxyyy18+tOfJpBLyR/5yEe44447+MpXvsJFF13Eli1b+PnPf85XvvKV\nUfjNjT+WaVBXVUTW9rBdP+RpjV8QU2uUocjYHrUVUSZWRtEaenszkPFb34rCJtVVpWx5q4tI0MSq\nMujsyeB5GsfzCFkmMxvKCOb6dbsTWZ7f2sniRrmTHi+SySRf+tLlJAdUTT7kFBgTQhgVQbAUutfB\nbU1D6t1/2BoTQhgTQsM+9r/b/gfd7byr40WjUVavvvWICjnjmfI8graD0hojN1uqv5qexjWMXJDR\n+S4nz1C4loWrDIKOX6hTK7+ryXQ9nPyUUD/oWJ6/+pfheliuwrEsvHE8nf5wGRMB5/nnn+e8885D\n5QZXfetb3wJgxYoVfPOb3+Siiy4inU7zta99jZ6eHhYvXsxPfvKT/Bo4AF/5ylcwTZPLL7980EJ/\nA333u9/lxhtv5IILLsAwDE499VSuvfba/OOGYXDnnXeycuVKzj77bCKRCGeeeSaXX355fp9YLMZP\nf/pTbrzxRj72sY9RXl7OpZdeKlPED8Dr27v5xyu7ebmlix0dCVzX6y9HRW4MjfL/K40FUcqvA96T\nHPwFEQqYlBeHyNoeUyeWUFvh0Ju2ae9KM21iCaHg4H/4OzoSeJ4+oroExf4Zk8J+uMlRMQtrehHO\nq72QHf8tCuNVp/vuwuBYUGI72FpjoYkxYAgO/no3jqfpMTTJgEnIM1Bossogo6DMdchA/xRvzwMv\nS1y72IY/Q6rcdsju9Zo669KlLb+FaJw5nH/HUqphlBxMqYbxrGVXDxte2MmLb+6hsydN1naxc03T\nhvJnlWmtKQpbzJ1RSWVJ/8DDPXs6eeKJPwGwbNk/UV5egac1tuNRFA7geprqsjB7ejJ0J7LEE1m0\nhqKwhVL+WjwfXjqF6jK5Ix4vRrKLKuvZ/CP+HG6uIKuh+pv5Qz0G/+++/wLg/PMvYtKkd179utdJ\n8GzPCyjUoK4uU5ksKmnGki6q/Xrhhef57ne/MdqncdBOzP39lgKTMAjSV1bBL6cAsEW7JFGUAjbQ\niiaOZt4+ro1d2uNVNBNQzFTDd0O9oT22j/P6elde+RWOOWbOQT133JRqEIVva2uc9q4U8UQWx3Fx\nXZ1frE9rf6CwYSjm7BVuisIB4oaCcA1ol0TapRywDIOTFtZRWRrOr3r8yFNv0bKrB8/TZB2PRMom\nGDCZWBll3eadTKws4tjGGmnJGQei0eiIlSXZ0buTZCpN0knhei4RM8zEogkoZWArGyIGOJpJkxqG\nnIPWmh67FwMD0zDY2rWNtkQXyjXpzsapCJVRFirFUCbza+YwsWjCiLwHMXbYWhNQCg9I5kbbGPh1\nowCyQCmKcC78msA0FB16392hB/IJNb6jzeEhAUccFqm0Q2tHkozt4nj9MycN5Y/LKS0KUlEaZkp1\nMYmMg2EoKotDdMQzuJ4GuxcCRbT3ONTWeDTPqKKzJ0Mi7VBXFSVjaxIpG9fVdPVmSGdd3FzQieZa\neba391LVGmbGpNLR/WWIEZdxs3Sm9xAwAlSGy/MtK572eLHjFXqzCXrsXmzPYU+mi7d6dxA2I+C4\nBJdW4PU4vND7CrFECcXBYqKBCB2pTp5rf5F4poddyd302gk8rQmZQaoildTH6kjYCSojFSyoaSZk\nyjTxAzGwiOw/RYuoMMfX11LEdYm6/odaJDdN3ABsBcV93UxKDVlp2B93o4ZdbXeSZTJnQBfV3oFH\nA7WB8dtF9aekP3NqpAsIj68rSYxblqnys8b6Zk/13YIYhiIatqivLmLBrOr8+Jvn3+ikrduf0YKb\nBDfJ5Kpj6O7N8sIbHfkvree2KspiIdq7UxgGxCKBXPkGjW27PLOljdKiIEWRAImUw+QJMQKWDNAr\nVFu73+SVztfxcl1QRYEiFk+YTyxYxM7EbtJuBke72J4/FiDr2jieQ8bNUm6UgKEwqoI81/MSu7Z2\nUBebSFW4gl3JNtpT7Wzv3Ynt2diuQ8CwKA+XsTO5m8nFkygPlZF2MxJuDlKFaY2/Ug2mheU4mK6H\nUh6G9tBKETAMLGWg8Qcf5w0oO2MHAgScvhrhPtc0sQZM/TYMk4DtMHDosmNZVMtn2DuSgCMOi5Ki\nECVFQXpSNp6n8NAow68bFQqYHDWplJJoEGVAxvaIRQLEE3sPrYNU1qMnm6KkKEDAMulJZtnZmcJx\nPXqSWVxPEwtb/jR8rXE8jcYjlXWwXY9IyOTpl9tYMqd2FH4LYqR1pPbwUseWQdsSdoKNu5/jpPol\npJw0aSdNwLAoCkRJ2Skcz8HVHgFlkdU2WAoVNMh4WXqyvbQlO3i183W6st1ErSgZ178us56Nox2K\nPBtLmXSlu6ktqiFlp0fjrYvRohROIIBj+SUTBiy2jjYMLNsG1w/bynUxvdx+SuGYJplgADM3S2q4\nRfs80ySTm10F4Jp+y04gm8XwtD/d3DRxTVPqUe1FAo44LCpKQkyrKyEYMNne1ksq6+B5fhdVLBLg\njZ09FEeD/orGSlFeHBpUt6pPT8rBsExMwyDruOzoSPrTy+lf6K874S+O5XmA7v8373oawzDYtSdJ\nTzKbrzQuCseOROuw27sz3bzR3YKpTDJuFsdzsAzLD9q5aXye9kjpNCrQ353VnYnjaY9eO0FPNoHt\nOv4duTIwlMLxHPaku7AMi5STJmBaHFU2/XC+ZTFW5KZ0w+DxMa5pYbr+Ojmm66EGPBrK2mSUwg0E\nBq14PNyx3VyLjfK8QQsAKu2vogzgWvKVPpD8NsRhUV8d4+WWLqbXlTB1YjFv7ojT1p3GUIrKkhA9\nKZtUxqarN0t5cYg9PZn8sgEAWEVgFdHZ4xCNWHTG09iuRzyRJeu4KCAWCdKbzJK23fxnhWkqDMPw\nK/BaBuGAf3eUyjgScAqQ47lDtnVl4rSnOkg5aeLZHnYl2+jJ9pJ1s7nl18Aycs39HhAwwNV4+Hfj\npjIx8n2qGsdzCJpBDAxc7eXX7zINk850F2FzZMcViPFFG4pswCJq27mrSOUWOPWvvkDWxvD6u7Fc\n08Cx/OrgyvNyJSD6W2pU353bXizHlVacvUjAEYdFJGRxfFMNz77aTiJt43iaCbnF/JJph7TtfzHF\nE37AAX8Q3lH1pbR3dECgBLRLRbEFhklbd5p4Iouda7ZVSpFM2/Sk7PyfQwED14PSogDhoEXAMggF\nLQxDUVo0/MJswpdOp9m+/e3RPo13LZNN0ZnsL8mS9bLsznZgKIPWzE4SbpKEm8DxbBztj30wMQG/\n29TDBdO/frJulrARIpVOoV2NoQ1c10VrjaNtbM8mgIWhDQwXQkaAmIry2o7XKO0dv9O8J02qH/HB\nn0canasf5Q0ZLayxtIv2jHy/ll/qQWMHAsO31Gi9jxAj86r2JgFHHDY15VE+eGwDHd1pso5HKODf\nNfck7fw+3l7NtMWRICVRC1J+18OEstlkCbGzI4nteP6KtApA05vym2kDloFhKBQQDBgELZOA5f+/\nJBpgRl3pkMUAxWDbt7/N17/+tdE+jYNiTomgSv1BmqrYQkUMvG4Ho9SCgIEKDRjjYClsnfX7N23/\nz3gaz9Yk7V4S6bjfqtN3XQYMlKHwEg5GsYV2PHr3OOiUy84BRRb/3+aHDudbPqSuvfbGEZuifyTT\nSqE8PcwccDVg0I7fkmO6Lpbt+OUY9pqBZWiNB0NnZUnLzRAScMRhZShFdVmEuqoiOnIzpCKh/suw\nKNz/s1KKytIwWXvwehETyqO4nt99EAtbJDIO8d4snvafUxS2KCkKksw4hCyTQMBkYkWU+poYR00q\nZfKEA68ZJsYfd1sKVWz74UZrVFL5IUUplDngS0D5q2drDco00I6LTrjohINOuKgyCxU0/G0pFzx/\nxWPtanS3jdtl9/VaoYpMVNgAFF637S92MrS3TByJtMZycotK5opv+qHFn2Th9g0q1hrT81ADbvIM\nrfGUGlSWwQ8yQ8OMdE8NJQFHjIo50ypZ/3xrbjVii+JIkIztUlHS3zQ+bWIxsUiAkujQ1pZYJIDt\neEyZUMzbbb1ksi6262GZBtFwIBd0AtSURZk9rZwTZsusqYNVtLAKs2R8jlfyAuDFcgM/TfwFSvwc\nQt90F5W7g1ZFFgSBUAAqAaX8cRFh6FuVUjmgUqDCEbQBXhHogPKPjd+NQEmI0MQijMSBLdg2Frjx\nLImN7aN9GgXJn0Lu+vWnMFC5WVSuYeIEzPzYG6UZEG78Act99a28Ad1SWhlkAxaW66G0hz9t3JTa\nVMOQgCNGRXlxiOUL62nZ1UMi7TBneiUKaOtKYRiKSVVFTKqOATC5OgzaBWViO5q2rhSupymPhdBa\nU14cojdl5+tNBawBS+8HDSZVxUbpXRYGsyRIoGL8jcnwlEabLsrQaDWgCGJf6sh3C9AfdgL4rTa5\nIaCmozBdw2/90fgzrCIDXgOPbNDvSsi/QACUZ2CFTQw9vqs9i/fI8zBzU8RRym9lMfxq465p4gT9\ncTZKD55d5SmFZxgoV/tVyHPTysF/njZNbAk070gCjhg1kZDF0ZPLB20bbpXhWNiErpeheBodPQ6l\npR4VxSEs0yCZcSmPhYgnbIqjAZJpx1/5OHf8xsnl1FcXHZb3I8YGjcY1PFzL83OLBqUVOjfUQbng\nWbp/NW3tJxNP+a08/eX5NG7u+8gcMjo0t4fS/eEG/J8Bz9C4hsaQbqojS741RhOwHZTnYrmuP8A4\n1xVluF6+ZYbcDCvL9UA7KDTaUHj+ImF4pt/io5WBVgauafghSRwQCThifPAyoExqywOUl/cHFss0\nOHpKOaccO5lXWvbw9u5e4sksZcUhFs6spqossp+DikKj0bimh2t4eMr/stHKDzhGLn0Y2sCwPTyj\nb2VtP6F4ystPRMk9Fa384xmeyu03mGcOP3dFK9CGRrt62OeJwmM6LpZjY7j+asauMtCG8tsCtcZw\n3EErGivPw3Qcf8ZUMIhjmQSz2UFjcLRSeJZJNhiQ8TUHQQKOOOxSGYednUkMpaitjOZnU+2XGQZz\n+KnduztTzKgrZc70SuZMrzzEZyvGE09pHNPrb1lh4ASV/rBheiYofz/wg5EaUD5k72Puzz6eJo4U\nWmM6DsFsFkPrXIuh3+XkYuAZCtPVGJ7Xfy3mxteYXm6ZC89DGwbZYJBANovluCjtoZWBY0Iga+e6\nsFR/K44EnnckAUccVm/ujPPcax356eDm64qFs6rz4232Se+7rX/gmBtxZHOt/tDSpy/C9IUbw/Nb\nc5Rj4OXG56AVWg19LuS6uAa0wmh07nm58DNwbf4cI9ctJt6dTnd89ekFPY8i16XIcVGexvXHouPf\nsmm069FrGlgKBq2MlPv88xyXpOHRbRrYhkHQ9Sh1nHxpB9AYrounIG0YfnFNFzK5VZOD2kOjyBiK\nlGGMi9BzOP+OJeCIwyaZttn0WseAMQ5++YSNW9qoLosQ3F9LjmeD3TPsQw0TZBCx8IPHwICSyy3+\nY7luKtMzUBo85eXDiT8+R+cWUBt8TIX/nIGv4eRClAa04eVfa9DztNpnt5bYtz8le0f7FA5YDJiH\nv0r6TBRhf3liXPoCjl/u403PwQJq+/bZS6/jssbJ4ALHYTBJGfTNWQwBYRS9aBKuy25/HWRqNezK\nrX7QZ7f22CJtiYPIra84bHa0JweFmz6up9nZmXznA/S8SXGkP5ObpsHsqRVMKB+/q8aKQ2yv1ha/\nu8BvtQk4JsqDbMAlE3TIBl2yIZdMyMEOuHhGbuxM/rkDZlHluLnuL09pPMMfxJx/Tn7QsoHpGBj7\nGJgsCkMt/aVk7AHbDcDJ/dxXJzwLpBl+aaSUggBQCphKMbCWupm7lgO5/wCKgMBe+wFUoxh/cx1H\nlrTgiMNm71WKB9pfnbn+nWwWTI9ROWESibRNVUmYUFAu4ZHmxIdWdR+LNKBjoE0FFmgj17LiAQkP\nJ+PilIEelGJyz+2bKp7bpm1QKQ+dBCf3daUBr9g/vt7720XjDyhOgsp6aN3/JTcejObf8aRJ9Vx7\n7Y2j9voHy3vheejsAED3xOGNN8lfREUx0B7EYlQ1zsaYMAHv2Wdg1y7IZMCxcRyX7fEu2oFPfeyT\nTKiZiH5hM3rHDrBzkSmdhkwaQmEoK2X6hFp0RwckeplcV4+yBrd6nzx7Dqpy/IxDnDSpfkSPL98O\n4rCpqyripW17hrTiGIaituLAWmF2dWXZumc3iZRNJGRxVH0pM+qGTi0X7006nc7/nBxHC8CpYgtz\nasQfi2DgB4+Ei7s1AWGD4NIKVMQEU6GsXJ2PvgYaD3Ru1Wyd8bDjWbwtSXTKRff6997WMcWo8oB/\nDEAFFQQN/zhpF68jQzbj4W5PozvtYc5w7Bv4d384hMPhcVkaIqU1iRee9/9QXkE2GCbzdgt4HsEJ\ntQTr6ig7+f0EKivRWpOIFdP95BN4mTR4HqmeHoh3MQlFTTrLlJmz6OnswDZNMq1+aRqCQZxujVVc\nTKh+MmYshq1Bx2IEq6uHnFN502zMYlmpvY8EHHHYxCIBjplWwQtvdOZDjqEU84+q2mdtKK01rXuy\nUHI0BGJseCXOlLoglmmQSNms29zKrs4k84+qIhre+7ZaHGl0j4PzSgKjIgAB5ZdZ2OOXVFCh3CBM\nI7ciLLkGnL6BmUr7wcdUqIBCFUVQykDHHXTKQccdvxBnILfycdjw9w8aaE9DxERVBCHtYhWZ2M92\nQ1rGRBSq0JSpZN5qwYnHAQjW1hKsriZY30C4oYFAzQSUaWJ3dtL7zD9we3qgr6J433o5QBcaeuL0\n/HU9RQsWknj2GQDsjg6041DUPI9ARQXatlHBIMWLFpPdsR0vkxl0PsGJEyXc7EUCjjisjppUSm1F\nlJ0dSZTyW3UG1qLa2wtvdPLqjiQEiiBUQU/SoWVXLxPKI7R2JHE8j/auNG1daY5uKKNxSvk+jyUO\n3MBq0tGFVVjjtFQD5AYaW343lFfsl1bID9MZOAqxr1UHAH/lYmNiBGpAGfgDKFz87qlAfjc/7Ji5\ngRShYL5vKjAhihkfOgB5LHLi2XxLnVQSPzBGIEDJicvIvLkNu303KhgiPHUqgcqq/D7acej521/x\nshlQilBDA9ndu8hsfxuKS9iNpq+9zMtk8BJJyk85FXv3brTrEKiuwQgO/bfnTptO4qUXsHftQlkW\noYbJRBubDtM7Hz8k4IjDLhYJcFT9O3crpbMOW1vj/RuU38qTtV22tsbz08Ntx0Nrzcste6gqC1NV\nKov7HUrWOC3V0Ded2xtQqsHAX2F4yGSW4esXggXK8lt7jIBfaVyRm71iDHjuwOMEcgObTQMzYA6a\nhSUKixEIEpk5k8jMmcM+ntmx3Q83+ScYGNEoZqwYOxJl785AL5lAGQbB2v3XzjOLiyk57oT3ePaF\nTwKOGLO6E1k8b8Dtr+ePabBdj3TWzQecgd1bb7clJOAc4fzp4virGRve4FlVKMzcVBZtDCjLYPRP\nKR9Yo0qR267BQ6P2Xrl4r8HKA18nP/1cHLF0dujgbSOUu1nwBs+pcnt6SL/+Opm338IqLycy82gC\nFRWH4zQLlgQcMWYV7T2mxunNj5cwc+MoFIqq0v7WheGmoYsjR1+pBs/wp3LnW24GTNk2MDAdhWd4\n2AE9bLDp+3Pf0jh9RToHXV3D7N/3PzVwgRJxRNCehzIGt9YFhhkIbIRCWCWl+bFgALq3F9v1UOEw\nTttunGefYc8jfyDa2Eh09hwis2ZhBMZvN/FokYAjxqxYJEBtRZQ9ezr9DZ5NbVkAbUZIZx0CpkFF\nSZhouP8yrquUwppHsr4uqYF0rpBm34rEWmk8A+yAxz6LfauBz2f4Lq29t+fCkOH2L/BnSPdUwbM7\nO0i++CJ2RztGbhxO5OhGlGFglZYRnjKV9LY3Bz2n+PgTSPb00PPXdX5PpzIITpxA9q0W7I4OvFzL\nT+9zz+FlstjtbZQuO3lIgBL7JwFHjGmLjq5hT+duf00JZVBdGmT58TPJ2i5/f3k3rtt/qzy1toQJ\nuenm6azD6zvidHSnCQdNpk4soUYKbx4Ud5ysgwPgFgFmbpaUCdrC734y+6pnAhmNckFbQ9fDyf/Z\n9p837DibgWvmaPpXc8stfqM95de9yoCbdYZd3G2sGU9/x2OJ29NDfP06dK78gJfNkNzyCp5tE2ue\nB0DRvPkEaiaQ3bEdgGDdJEJ1dex+/TU24WEB/6coihvvxk2l8uEG/EHKdttuzOJisjtbCdVNOuzv\ncTyTgCPGtIBlMKsuCp2bAMX8aSsoL/aLbp6yuJ7tbQkc16OmPJrfns46/OXZHSQz/UuttXb4U8mn\n1Mo0yncrMY7WwTFnFuXXqEGB2RBBxUx/VLCX68L0PLQLKqtQfXXMDPzuT63RGnSvgxE1wTLA86eP\n5/uqFODkKly5GrcliULhddm4bybBUpD29urPEoUo9cbWfLgZKNOyjWhjE0YwiFKKUF0dobq6YY/h\nAASDuPEetDN4eUhlmni2jbZt3O5udO1EnK49KNPEKi0bgXdUWCTgiHFi4G2zLxy0mDFp6GysN3bE\nB4Ub8L/YXtq2h4aaGIaxd3+DKBS6y84HHKMsAKFcgPE02tG56U8KFcxt09pfbn9gwUzX618EsG9M\nl87tMLBrSgMZDzLaH9icdsHW/n/iiOAlhq+dpV0XL5Ucdor3cNSkelRXF8rsnzChFKhgEC/R608r\nB5KvvJK/Bq2SEmKLj8UqLnlvb6KAScARBacjnhl2ezrrkEjbFEdlsN47GbfL52uPLcmtvJJ4nS47\nTrcTx8NDYWAGDUJGsG91P0JGkJSbwtUuHn7xTKU16UQKDEU4GPa3KnC1i4GJzpU3DFkhiswI0ZIo\ntVOqMTCYEzuamDX+x4CN9PL5hcQsKYXdu4d9LPX6a9htbSjDIFTfQGTmLJQ1/Feuqm+guKiY+BN/\nwksk/GUJgkG8RAIVCqKzNumtr/tr6dQ3YESjOPE4PX/7K2XLPyhjc/ZBAo4oOJHQ8KsiG4YitL+K\n5SJvvC6fD1CRqqb7zQSpeBrLs8h6Nqi+ad4GpmFSGizh+ImLeK7tBXan2rAMi8pwOZVuGX98+g+Y\ntWFKK0ro8XrRaCxMXK1RGIStMMXBGK52qYpVMq1sKkeXz6Q6On5qAIlDIzxtOpmWlsFr3WiN7tzb\n6wAAHO9JREFUl0qSeeut/KbklldwursoOWHpPo9VsngxwapKEps3k9n+Npkdb6NCQYITalGBIE7X\nHtAau72N0OQpALiJBHZ7O8GamhF7j+OZBBxRcKZNLOHttsSQKeP11TGCEnAKXjwbp8fuIWpFyQZt\nujPxXAuNxvZsIlaYWeXTOal+CcsmnUDGydCd7SESCNP21i4eeeX/Q8cdymaVUBYsoTvbg+06pJwU\nlhmgPFyGZZgUB2LURWs5unwmLT1v8czu5wiYASYX1zO9dEq+0rQoXGY0Sumyk0i+8jJORzsqFMKI\nRMm27hiyb3bXLpyuPVhl+15tPTx1GqGGybi9vXT95U/guqAU9oBWIi+VGvQcnR2+xVpIwBHjQDrr\nQdFkCJTwj9d7INLN9Ikl+/wCqSgJs+joal58o5NkxsEwFA3VMebOkDvsI0HICJJy/DViS0MlmMok\nnu3B1S4RK8zJDe/jxLrjAVBKEQ6ECQf8tZTa2OUv6rcjw7Ky47BLNfFsD1prOtKdRKwItmcTNAJY\nhkXKTfPotscpDfnjIGzP5uXOLaTdDMdUHj06vwBxWJmxGMWLFuf/nHjxhX3u68Tj+w04QG4AcSlW\nSQlOVxcARlEUcstlKKt/fTBlGASqqoY9jpCAI8a4jO2y6c1eCPv/iBNpl82vd5BMO8ydvu/AUl8d\no66qiFTGIWgZBCxpuTlSVEerCJlB0k4GhaI4GKM4GCNoBmmuns2ySUsO6DilgRJmTPS76boy3azb\n/jcAAkb/x2Z3Jk7WzeYDTp+W+NvMLJtG0JTxXkcaMxY7qMf2Fp42nd5nNgJgRIswY8W4vT1Y5f0B\nKXJ0I0ZYlr/YFwk4YkzbtrOHjD10Wdg3WuPMqi/bZxVy8CuVD1kNWRS8gBlgUc08nmt/kV47AUBR\noIjqSCX1seGn6r6TqBXBUAaeHnwtZt0sAXPoNeZpl4SdlIBzBArVTSK15RXcRGLQ9kBlFYGKA29F\nDk+egrZtUlu24GUzhKdMwSopRUUiGKZJqL5h2JWSRT8JOGJM604MvwCZ52l6kllCQbl7EUPNr5mL\nrR32pP0mfoViUmwiU0oaDup4QTNIQ/EktsXfGrQ9EogQs6JD9jeUQTQwdLsofMqyKFl6IskXXyC7\ns9UvnllfT7TpmHd9rMiMowhPm46XTmOEQoOmkYt3JgFHjGmx8D6mVSpFVFpnxD4EzSDvqzuePeku\nkk6K0mAJseB7m8LdWDGTpJPi7Z4dBMwAE6LVLK6dz6bdL2DnCsH2aSieREhab45YZjRK8eJjD8mx\nlGFgRiUsHwwJOGJMm1JbwtMvDB1MXF9dNKgGlRDDKQ+XUc7Brfia9Wy297ZiGRZBI8DG3c+RdtKE\nzCCGMqiKVDAhWsMJdRG2dL5Ge7qToBGgobieGWVTD+0bEQXBs7PgaYxQaLRP5Ygg3xBiTIuGLeZO\nifF4Ng6BYixTcVR9KU1T9j8TQYj3wqgKsjG+mTKzDA1s791BVbiSsOV/MXna46WOLZSHyigPl7G4\ndsHonrAY07x0it5Nm7B37URrTaCiAl06dBV2cWhJwBFjXnHEhJ7XAFjaeCYzpsl070KXTCZpHWYt\nkZG2fftbEDUx6sJ0x7vw8Mh6WTqynXT3xqkNVg9anuDp5EamRyYf0nOYOLGOqHRJHDYjfa1prdHP\nbISBZR32dBJPJjHxa7Vu3/7Wvp4+ogr9WpOAI4QYU5LJJF/60uUkk8lReX2jzl8T59lN/hRdFVCo\nCn88zWudLw2qNeV1ZvHeTh/S149Go6xefWtBf/GMFYfjWisF5qrhBwdXo9iJ5p57fjJir78/hX6t\nSQELIYQYaK8hX9rWfkXx4R6LDy7qKsTeQntfNIMeEyNJWnCEEGNK313laHRRAexK7GZLaivmgMKI\nKTdNl9NN7cyafBdVdbCSoyJTD3lJhkLvNhhLDse1ppNJ9D+eGvYxe8ZRUFlJKBQesdffn0K/1iTg\nCCHGnGg0OmrFPqfrGRS1l/B2T/+XnqEMTqlYjuM5ONqhOlJFVaRiVM5PHFqH41rrdWzSLS2DtgUq\nKih53zKpBD6CJOCIw8p2PLbu6GbXnhSmoZg8oZiGmgNfvlyIkaaUYl71HOpjdbSlOrAMi0mxWiKW\nLCopDk7R/IVY5RVk3n4L7XkEaycSmT5Dws0Ik4AjDhvX81i3uZWu3v7qt21dKeKJLMdMk7thMbZU\nRiqolFYacQgopQhPnUZ46rTRPpUjigQcccDe63TKnXuyvLFj6GyFp7r2oDLthALD380MnEIp0ymF\nEEIcCKW11u+8mzjU2tp6RvsU3pVDMp2yaHK+KvgQ8dfB7j74Y4+wQp9OKYQQ40l1dfE77iMdgOLw\n8YYvnPmOjwkhhBDvkrTgjJLx1oID772LKmN7PP1aD643+JIrjVrMm7b/gcaZjL+YmkynFEIIcSAt\nOBJwRsl4DDiHQkd3mue2dtDdm8FQitrKKPNmVBEKDr/SpxBCCLE3CThj2JEacPqkMg6WqQhYEmyE\nEEK8OwUzBuf222+nsbFx0H+nn376oH1uueUWTjzxRObNm8cFF1zAtm3bBj2ezWa54YYbOP7441mw\nYAGXX345HR0dg/bp7u7myiuvZNGiRRx77LFce+21QwbVtra2cvHFFzN//nze9773sXr1ajzPG5k3\nXsAiIUvCjRBCiBEzLgIOwMyZM1m/fj3r1q1j3bp1PPDAA/nHfvzjH3P//fdz00038eCDDxKJRLjw\nwgvJZvsHrn7961/nz3/+M7fddhv3338/u3fv5rLLLhv0GldeeSVbt27lnnvu4c477+Tpp5/ma1/7\nWv5xz/O4+OKLcV2XX/3qV6xatYo1a9Zwyy23jPwvQAghhBAHbNwEHMuyqKiooLKyksrKSsrKyvKP\n3XfffXz+85/n/e9/P7NmzWL16tXs3r2b//3f/wWgt7eXhx9+mGuuuYbjjjuO2bNn841vfIONGzfy\n3HPPAfD666/z5JNP8vWvf525c+eycOFCrrvuOtauXUtbWxsATzzxBFu3buXb3/42Rx99NMuWLeM/\n/uM/eOCBB3AcKbonhBBCjBXjJuC8+eabLFu2jA9+8INcddVVtLa2AvDWW2/R3t7OCSeckN83Fosx\nb948nn32WQA2b96M67osWbIkv8/06dOpq6vjmWeeAeDZZ5+ltLSU2bNn5/dZunQpSik2bdoEwKZN\nm5g1axYVFf2rm5544on09PTw2muvjdybF0IIIcS7Mi5WMp43bx6rVq1i2rRptLW1cdttt/HpT3+a\n3/72t7S3t6OUoqpq8AJylZWVtLe3A9DR0UEgECAWi+1zn/b29kHBBcA0TUpLSwftU1lZOWifvtdt\na2ujsbHxgN+TYSgM49BWIRZCCCGEb1wEnGXLluV/njVrFs3Nzbz//e/n97//PdOnTx/FMzt4FRVF\nKCUBRwghhBgJ4yLg7K24uJipU6fS0tLCcccdh9aa9vb2Qa04HR0dNDU1AX4ri23b9Pb2DmrF6ejo\nyD+nqqqKzs7OQa/jui7d3d2D9tm8efOgffpad6qrq9/Ve+jsTEgLjhBCCHEQysuL3nGfcRlwEokE\nLS0tnHnmmTQ0NFBVVcVf//rXfBdRb28vmzZt4pxzzgFgzpw5mKbJhg0bOOWUUwDYunUrO3bsYMGC\nBQDMnz+feDzOiy++mB+Hs2HDBrTWzJs3L7/PnXfeSWdnZ747a926dRQXFzNjxox39R48T+N5sgSR\nEEIIMRLMlStXrhztk3gn3/rWtwiFQgC89tprrFy5kj179rBy5UoikQiu6/LjH/+YGTNmkM1mufnm\nm8lms1x33XWYpkkwGGT37t3cf//9NDY20tXVxfXXX09dXR2f//znAaioqGDTpk387ne/o6mpibff\nfpvrr7+eZcuWsWLFCgAaGhp45JFHWL9+PbNmzeKll17i5ptv5uyzz+Z973vfu3pPyaTUXhJCCCEO\nRlFR6B33GRcrGf/f//t/efrpp+nq6qKiooJFixZxxRVX0NDQkN/ntttu41e/+hU9PT0sXryYr33t\na0yZMiX/eDab5Vvf+ha//e1vyWazLFu2jOuvv37QoOF4PM6NN97I448/jmEYnHrqqVx77bVEIpH8\nPq2traxcuZK///3vRCIRzjzzTK688koM491NSDvSVzIWQgghDpaUahjDJOAIIYQQB6dgSjUIIYQQ\nQrwbEnCEEEIIUXAk4AghhBCi4EjAEUIIIUTBkYAjhBBCiIIjAUcIIYQQBUcCjhBCCCEKjgQcIYQQ\nQhQcCThCCCGEKDgScIQQQghRcCTgCCGEEKLgSMARQgghRMGRgCOEEEKIgiMBRwghhBAFRwKOEEII\nIQqOBBwhhBBCFBwJOEIIIYQoOBJwhBBCCFFwJOAIIYQQouBIwBFCCCFEwZGAI4QQQoiCIwFHCCGE\nEAVHAo4QQgghCo4EHCGEEEIUHAk4QgghhCg4EnCEEEIIUXAk4AghhBCi4EjAEUIIIUTBkYAjhBBC\niIIjAUcIIYQQBUcCjhBCCCEKjgQcIYQQQhQcCThCCCGEKDgScIQQQghRcCTgCCGEEKLgSMARQggh\nRMGRgCOEEEKIgiMBRwghhBAFRwKOEEIIIQqOBBwhhBBCFBwJOEIIIYQoOBJwhBBCCFFwJOAIIYQQ\nouBIwBFCCCFEwZGAI4QQQoiCIwFHCCGEEAVHAo4QQgghCo4EHCGEEEIUHAk4QgghhCg4EnCEEEII\nUXAk4AghhBCi4EjAOUj3338/y5cvp7m5mU984hM899xzo31KQgghhMiRgHMQ1q5dy6pVq7j88stZ\ns2YNjY2NfPazn6Wzs3O0T00IIYQQSMA5KPfccw+f/OQnWbFiBTNmzOCGG24gHA7z8MMPj/apCSGE\nEAIJOO+abdu88MILLFmyJL9NKcXSpUt59tlnR/HMhBBCCNHHGu0TGG/27NmD67pUVVUN2l5ZWckb\nb7xxwMcxDIVhqEN9ekIIIYRAAs6oqayMjfYpCCGEEAVLuqjepfLyckzTpL29fdD2jo6OIa06Qggh\nhBgdEnDepUAgwDHHHMOGDRvy27TWbNiwgQULFozimQkhhBCij3RRHYTzzz+fa665hjlz5jB37lzu\nvfde0uk0Z5111mifmhBCCCGQgHNQTj/9dPbs2cOtt95Ke3s7TU1N3HXXXVRUVIz2qQkhhBACUFpr\nPdonIYQQQghxKMkYHCGEEEIUHAk4QgghhCg4EnCEEEIIUXAk4AghhBCi4EjAEUIIIUTBkYAjCs7W\nrVv55Cc/SXNzM2eeeeZon44QQ6TTaS677DIWLVpEU1MTvb29o31K4gizceNGPvKRjzBnzhwuvfTS\n0T6dESEBR4yaa665hsbGRpqampgzZw4f+tCHuOOOO/A87z0d97bbbiMajfLII49wzz33HJqTFWPG\ns88+y+zZs/nc5z53yI7Z2NjIH//4x0Hb1qxZk78+m5qaOPnkk7nmmmvo7Ox8z6+3Zs0aNm7cyK9/\n/WuefPJJYjGpTTfaRuK6eq/OPfdcGhsbaWxspLm5mTPOOIMHHnjgkBx71apVHHPMMTz22GOsWrXq\nkBxzrJGAI0bVSSedxLp163j00Ue58MILueOOO7j77ruH7Od5Hge6ZFNLSwuLFi2itraW0tLSQ33K\nYpQ99NBDnHvuuTz11FO0tbWN6GsVFxezbt06/vKXv3DzzTfzxBNP8OUvf3mf+zuOc0DHbWlpYfr0\n6cyYMYPKyspDdbriPTic19W78YlPfIL169ezdu1aTjvtNG688UbWrl077L62bR/wcVtaWjj++OOp\nqakp2IAtAUeMqmAwSEVFBRMnTuSTn/wkS5Ys4Y9//CNr1qzh2GOP5bHHHuOMM86gubmZ1tZWtNbc\nfvvtnHzyycydO5cVK1bwxBNP5I/X2NjIiy++yO23305TUxO33377KL47caglk0nWrl3L2WefzT/9\n0z+xZs2a/GPxeJwrr7ySJUuWMG/ePE499dT847Ztc+ONN3LiiSfS3NzM8uXL+fGPfwzA8uXLUUrx\nhS98gcbGRj7wgQ/kj6mUoqKigurqapYtW8Z5553H+vXryWazbN++ncbGRtauXcu5557LvHnz+O1v\nfwvAH/7wBz784Q8zd+5cli9fzs9+9rP8Mc8991x+9rOf8dRTT9HY2Mh55513OH51Yj9G4roCaG1t\n5ZJLLmHBggUsWrSIK664go6OjkGv/dhjj/Hxj3+c5uZmTjjhBC677LJBj0ciESoqKqivr+fSSy9l\n6tSp+dbG22+/nRUrVvDggw/ygQ98gHnz5gGQzWa5+eabWbp0Kc3NzZxzzjls3rwZIH/ddnd3c801\n19DU1MR//dd/Hfpf6hggpRrEmBIKhejq6gIglUpx11138fWvf52ysjIqKyu59957uffee7nxxhtp\namrioYce4pJLLmHt2rVMnjyZdevWcf7557Ns2TIuvPBCotHoKL8jcSitXbuWGTNmMHXqVD7ykY/w\njW98g4svvhiA73//+7zxxhvcfffdlJWVsW3bNjKZDAD33Xcff/rTn7j11luZOHEira2t7Ny5E/Dv\n3JcuXcqqVatYtmwZhrHv+75gMIjneYPulL/3ve9x9dVX09TURCgU4vnnn+eLX/wil19+OaeddhrP\nPPMMK1eupLy8nBUrVnDHHXfwne98h1dffZU77rgDy5KP4dE2EteV1ppLLrmEWCzGAw88gG3b3HDD\nDXzxi1/kvvvuA+BPf/oTl112GZdccgmrV6/GdV3+/Oc/7/dcQ6HQoOtv27ZtPProo9xxxx35a3f1\n6tU8+uijrF69mokTJ3LXXXfx2c9+lkcffZS6ujrWrVvHqaeeyhVXXMFpp51GcXHxIf+djgXyL0uM\nGevXr+fJJ5/M39G6rsvKlSuZNWtWfp+f/vSnXHTRRZx22mkAXHXVVfztb3/j3nvv5atf/SqVlZWY\npkk0GpWm/wL08MMP89GPfhSAZcuW0dvby1NPPcWxxx5La2srTU1NzJ49G4C6urr881pbW5kyZQoL\nFy4EYOLEifnH+mrIFRcX7/eaefPNN/nlL3/J3LlzKSoqygfx888/nw9+8IP5/VatWsWSJUvyYzmm\nTJnCq6++yt13382KFSsoKSkhHA4TCASkft0YMRLX1fr163nttdf44x//yIQJEwA/eJxxxhk8//zz\nzJkzhx/96Ed8+MMfHjTId+bMmcOeo+d5/M///A9btmzhU5/6VH674zisXr2asrIywL8x/OUvf8nq\n1as58cQTAbjppptYt24dDz30EJ/5zGeorKxEKUUsFivoz0npohKj6vHHH2fBggXMnTuXiy++mDPO\nOCP/jz0QCAwKN729vezevTv/YdJn4cKFvP7664f1vMXht3XrVjZv3szpp58OgGmanHbaaTz00EMA\nnH322fzud79jxYoVfPvb3+aZZ57JP/ess87ixRdf5NRTT+Xmm29m3bp1B/Sa8XichQsXMn/+fE4/\n/XSqq6v59re/PWifY445Zsh5DneNvvnmmwc8jkwcPiN1XW3dupXa2tp8uAGYMWMGJSUl+c+rl19+\nmRNOOGG/53f//fezYMECmpubuf766zn//PM5++yz84/X1dXlww34Y2tc12XBggX5bZZl0dzcfMR9\nTkoLjhhVJ5xwAitXriQQCFBTUzOoeyAcDo/imYmx5qGHHsJ1XZYtWzZoezAY5Ktf/SonnXQSjz/+\nOH/+859Zv349F1xwAeeccw5f+tKXmD17No899hh/+ctf2LBhA1dccQVLlizh1ltv3e9rxmIx1qxZ\ng1KKmpoagsHgkH0ikcghfZ/i8DrU19XSpUu55ZZbDui1Q6HQO+7zz//8z1xyySWEQiFqamqGPC7d\n8PsmLThiVEUiERoaGqitrd3v2Afwv2xqamrYuHHjoO0bN27kqKOOGsnTFKPMdV3++7//m6uvvprf\n/OY3g/6rqanhd7/7HUB+nMvq1au55ppr+PWvf50/RlFRUX4Wyn/+53/yyCOPEI/HAf8Od7jlCQzD\noKGhgfr6+mHDjVJqyLbp06cPuUb/8Y9/MHXq1GH3F6NnJK+rGTNmsHPnTnbt2pXf97XXXiMej+e7\noY4++mg2bNiw33MsLi6moaFh2HAznMmTJ2NZ1qBr0HEcNm/efMR9TkoLjhhXLrzwQm6//Xbq6+tp\namri4Ycf5uWXX+a73/3uaJ+aGEGPP/448Xicj33sY0OmtJ5yyik8+OCD7Nq1i2OOOYaZM2eSyWR4\n/PHH8x/o99xzD9XV1TQ1NaGU4ve//z3V1dWUlJQAMGnSJDZs2MCCBQsIBoP57e9kuC6nz3zmM/zL\nv/wLP/jBDzj99NN55plneOCBB1i5cuV7+yWIQ24krquqqipKSkpYunQpM2fO5KqrruKaa67BcRxu\nuOEGjj/++Px4nksvvZQLLriAhoYGTj/9dBzH4S9/+QsXXXTRQb+nSCTC2WefzerVqykpKckPMk6n\n03z84x8/+F/WOCQBR4wr5513Hr29vaxevZqOjg6OOuoofvSjHzF58uT8PnKXXHj6ZjoNt17Hhz70\nIe6++26WL1/O9773PXbs2EEoFGLx4sX54FtUVMRdd93Ftm3bME2TuXPn8pOf/CR/jKuvvppVq1bx\n61//mgkTJgxZ9G9fhrvWZs+ezfe//31uvfVWfvjDH1JdXc0VV1zBihUrDvLdi5Ey0tfVD3/4Q266\n6Sb+9V//FcMwOOmkk7juuuvyjx933HHccsst/OAHP+AnP/kJsViMxYsX5x8/2M+yq666Cq01X/7y\nl0kkEsyZM4ef/vSng2ZLHQmfk0rLqDchhBBCFBgZgyOEEEKIgiMBRwghhBAFRwKOEEIIIQqOBBwh\nhBBCFBwJOEIIIYQoOBJwhBBCCFFwJOAIIYQQouBIwBFCCCFEwZGAI4QQQoiCIwFHCCEOwvLly7n9\n9ttH+zSEEPsgAUcIIYQQBUcCjhBCCCEKjgQcIURBa2xs5LbbbmP58uUsW7aMlpYWWltb+eIXv8jS\npUuZM2cOJ598Mt/5znfyz1mzZg0f+tCH8v+fO3cuZ511Fhs3bhz2NZLJJGeffTYrVqygq6vrcL01\nIcR+WKN9AkIIMdJ+8YtfcNddd+E4DpMnT2bFihXU1NRwzz33EI1Geeyxx/jGN77BggUL+MAHPgDA\njh07+NWvfsV3vvMdioqKuP7667nmmmv4wx/+MOjY6XSaf//3fyebzfLzn/+c4uLi0XiLQoi9SAuO\nEKLgffSjH2X27Nk0NzeTyWRYsWIFN910E7NmzaK+vp7zzjuPqqoqtmzZkn+O67rccMMNNDc3M2PG\nDC644AJaWlpob2/P75PJZPjc5z5HKpXi3nvvlXAjxBgiLThCiII3ZcqU/M+hUIhzzjmHP/zhD2za\ntImWlhZeeeUVOjo6cF130POmT5+e/7kvvNi2nd9277334jgOJ5xwArFYbITfhRDi3ZAWHCFEwQuH\nw/mfU6kUn/rUp7jzzjspKyvjrLPO4he/+AUTJkwY8rxAIDBkm9Y6/3NjYyP33Xcff//733nwwQdH\n5uSFEAdFWnCEEEeUJ598kpdeeol169ZRUVEBQFdX16CupwN10kknsXjxYi644AJWr17NSSedNGxQ\nEkIcftKCI4Q4ovQFkN/85jfs2LGDp59+mi984Qu4rks2m93vcwe23gx06aWXUl5ezrXXXnvIz1cI\ncXAk4AghCppSatCfm5ubufrqq/n5z3/O6aefzrXXXstxxx3HGWecwebNmw/4WAN/DoVC3HDDDaxb\nt46HH3740L4BIcRBUXpftyRCCCGEEOOUtOAIIYQQouBIwBFCCCFEwZGAI4QQQoiCIwFHCCGEEAVH\nAo4QQgghCo4EHCGEEEIUHAk4QgghhCg4EnCEEEIIUXAk4AghhBCi4EjAEUIIIUTBkYAjhBBCiILz\n/wORhqhhuz7KOQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd76b908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "\n",
    "sns.stripplot(data=salaries, x='rank', y='salary', jitter=True, alpha=0.5)\n",
    " \n",
    "sns.boxplot(data=salaries, x='rank', y='salary')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
